{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.dataset import *\n",
    "from src.const import base_path\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import torch\n",
    "import torch.utils.data\n",
    "from torch import nn\n",
    "import numpy as np\n",
    "from torch.nn import functional as F\n",
    "from src.const import base_path\n",
    "from src import const\n",
    "from src.utils import parse_args_and_merge_const, load_json, build_vocab, merge_const\n",
    "from tensorboardX import SummaryWriter\n",
    "import os\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 指定设置和模型文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "override USE_NET <class 'src.networks.ExpTripletNetwork'>\n",
      "override NO_SWAP_TYPE True\n",
      "override DATASET_PROC_METHOD_TRAIN Rescale\n",
      "override DATASET_PROC_METHOD_VAL Rescale\n",
      "override CATEGORY_CLASS_FILE category_class_coarse.txt\n",
      "override MAX_CATEGORY_NUM 0\n",
      "override IMAGE_EMBED_SIZE 512\n",
      "override NEGATIVE_SAMPLE_WITH_TYPE True\n",
      "override LEARNED_FIELD_EMBED True\n",
      "override LEARNED_FIELD_BIAS False\n",
      "override TRIPLET_MARGIN 0.2\n",
      "override LEARNED_METRICS True\n",
      "override LEARNED_METRICS_INIT -1.0\n",
      "override WEIGHT_TRIPLET 1.0\n",
      "override WEIGHT_L1_MASK 0.1\n",
      "override WEIGHT_L2_GENERAL_EMB 0.1\n",
      "override USE_PRETRAINED_WORD_EMBEDDING False\n",
      "override WORD_EMBED_SIZE 300\n",
      "override MAX_VOCAB_SIZE 300\n",
      "override OUTFIT_NAME_PAD_NUM 10\n",
      "override NUM_EPOCH 70\n",
      "override LEARNING_RATE 0.0001\n",
      "override LEARNING_RATE_DECAY 0.95\n",
      "override BATCH_SIZE 64\n",
      "override SAVE_EVERY_STEPS 10000\n",
      "override SAVE_EVERY_EPOCHS 1\n",
      "override VAL_WHILE_TRAIN True\n",
      "override VAL_FASHION_COMP_FILE fashion_compatibility_small.txt\n",
      "override VAL_FITB_FILE fill_in_blank_test_small.json\n",
      "override VAL_BATCH_SIZE 8\n",
      "override VAL_EVERY_STEPS 1000\n",
      "override VAL_EVERY_EPOCHS 1\n",
      "override VAL_START_EPOCH 1\n",
      "override device cuda:0\n",
      "override TRAIN_DIR runs/src.conf.learnedm_gm_gminitminus1_noswap_newcate/11-06 13:05:39\n",
      "override VAL_DIR runs/src.conf.learnedm_gm_gminitminus1_noswap_newcate/11-06 13:05:39\n",
      "override MODEL_NAME src.conf.learnedm_gm_gminitminus1_noswap_newcate\n"
     ]
    }
   ],
   "source": [
    "merge_const('src.conf.learnedm_gm_gminitminus1_noswap_newcate')\n",
    "model = 'models/src.conf.learnedm_gm_gminitminus1_noswap_newcate/model.pt-epoch1'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "ename": "ZeroDivisionError",
     "evalue": "division by zero",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mZeroDivisionError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-3-e350f3eaa6c3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mUSE_NET\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpretrained_embeddings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mnet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnet\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mnet\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_state_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/new_fashion_embedding/src/networks.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, pretrained_embeddings)\u001b[0m\n\u001b[1;32m     82\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpretrained_embeddings\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     83\u001b[0m         \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mExpTripletNetwork\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 84\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfw_embedding\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mFieldAwareEmbedding\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     85\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetric_branch\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     86\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mconst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLEARNED_METRICS\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/new_fashion_embedding/src/networks.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     14\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m         \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFieldAwareEmbedding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFIELD_EMBED_SIZE\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIMAGE_EMBED_SIZE\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mconst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMAX_CATEGORY_NUM\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     17\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0mconst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIMAGE_EMBED_SIZE\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mconst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMAX_CATEGORY_NUM\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0;31m#         self.image_feature = ResNet18Extractor()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mZeroDivisionError\u001b[0m: division by zero"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CompatibilityBenchmarkDataset(MyDataset):\n",
    "\n",
    "    def __init__(self, mode, js, filepath=None):\n",
    "        super(CompatibilityBenchmarkDataset, self).__init__(mode)\n",
    "        # load test json\n",
    "        self.js = js\n",
    "        im2type = {}\n",
    "        imnames = set()\n",
    "        for outfit in self.js:\n",
    "            for item in outfit['items']:\n",
    "                im = '%s_%i' % (outfit['set_id'], item['index'])\n",
    "                im2type[im] = self.to_real_cateid(item['categoryid'])\n",
    "                imnames.add(im)\n",
    "        im2index = {}\n",
    "        for index, im in enumerate(imnames):\n",
    "            im2index[im] = index\n",
    "        self.imnames = list(imnames)\n",
    "        self.im2type = im2type\n",
    "        \n",
    "        # build\n",
    "        self.labels = []\n",
    "        self.files = []\n",
    "        self.cates = []\n",
    "        if filepath is None:\n",
    "            filepath = os.path.join(const.base_path, const.VAL_FASHION_COMP_FILE)\n",
    "        print(\"Fashion Compatibility Test, Use File: {}\".format(filepath))\n",
    "        with open(filepath) as f:\n",
    "            for line in f:\n",
    "                file_tmp = []\n",
    "                cate_tmp = []\n",
    "                line = line.split()\n",
    "                self.labels.append(int(line[0]))\n",
    "                for file in line[1:]:\n",
    "                    file_tmp.append(\n",
    "                        file\n",
    "                    )\n",
    "                    cate_tmp.append(im2type[file])\n",
    "                self.files.append(file_tmp)\n",
    "                self.cates.append(cate_tmp)\n",
    "    \n",
    "    def calculate(self, net):\n",
    "        with torch.no_grad():\n",
    "            net.eval()\n",
    "            scores = []\n",
    "            for i in range(len(self.files)):\n",
    "                if (i + 1) % 10 == 0:\n",
    "                    print(\"Val Comp Step [{} / {}]\".format(i + 1, len(self.files)))\n",
    "                images = [\n",
    "                    self.parse_single_image(\n",
    "                        os.path.join(const.base_path, 'images/{}/{}.jpg'.format(\n",
    "                            image_name.split('_')[0],\n",
    "                            image_name.split('_')[1],\n",
    "                        ))\n",
    "                    )[1].unsqueeze(0)\n",
    "                    for image_name in self.files[i]\n",
    "                ]\n",
    "                types = self.cates[i]\n",
    "                images = torch.cat(images).to(const.device)\n",
    "                score = net.cal_compatibility_score(images, types)\n",
    "                scores.append(score)\n",
    "            scores = np.array(scores)\n",
    "            return roc_auc_score(self.labels, 1 - scores)\n",
    "        \n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.files)\n",
    "\n",
    "\n",
    "class FITBBenchmarkDataset(MyDataset):\n",
    "\n",
    "    def __init__(self, mode, test_js, filepath=None):\n",
    "        super(FITBBenchmarkDataset, self).__init__(mode)\n",
    "        # load test json\n",
    "        im2type = {}\n",
    "        imnames = set()\n",
    "        for outfit in test_js:\n",
    "            for item in outfit['items']:\n",
    "                im = '%s_%i' % (outfit['set_id'], item['index'])\n",
    "                im2type[im] = self.to_real_cateid(item['categoryid'])\n",
    "                imnames.add(im)\n",
    "        im2index = {}\n",
    "        for index, im in enumerate(imnames):\n",
    "            im2index[im] = index\n",
    "        self.imnames = list(imnames)\n",
    "        self.im2type = im2type\n",
    "        \n",
    "        # build\n",
    "        filepath = os.path.join(const.base_path, const.VAL_FITB_FILE)\n",
    "        with open(filepath) as f:\n",
    "            print(\"FITB use file: {}\".format(filepath))\n",
    "            self.js = json.load(f)\n",
    "    \n",
    "    def get_image(self, image_name):\n",
    "        file_path =  os.path.join(const.base_path, 'images/{}/{}.jpg'.format(\n",
    "                            image_name.split('_')[0],\n",
    "                            image_name.split('_')[1],\n",
    "                        ))\n",
    "        return self.parse_single_image(file_path)[1].unsqueeze(0)\n",
    "    \n",
    "    def get_raw_image(self, image_name):\n",
    "        file_path =  os.path.join(const.base_path, 'images/{}/{}.jpg'.format(\n",
    "                            image_name.split('_')[0],\n",
    "                            image_name.split('_')[1],\n",
    "                        ))\n",
    "        return self.parse_single_image(file_path)[0]\n",
    "    \n",
    "    def calculate(self, net):\n",
    "        with torch.no_grad():\n",
    "            net.eval()\n",
    "            correct = 0.\n",
    "            cnt = 0.\n",
    "            for i in range(len(self.js)):\n",
    "                if (i + 1) % 10 == 0:\n",
    "                    print(\"Val FITB Step [{} / {}]\".format(i + 1, len(self.js)))\n",
    "                item = self.js[i]\n",
    "                images = torch.cat([self.get_image(image_name) for image_name in item['question']]).to(const.device)\n",
    "                answer_images = torch.cat([self.get_image(image_name) for image_name in item['answers']]).to(const.device)\n",
    "                types = [self.im2type[image_name] for image_name in item['question']]\n",
    "                answer_types = [self.im2type[image_name] for image_name in item['answers']]\n",
    "                index, dist = net.cal_ans(images, types, answer_images, answer_types)\n",
    "                if index == 0:\n",
    "                    correct += 1.\n",
    "                cnt += 1\n",
    "            return correct / cnt\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "USE Category: /home/hzy/datasets/polyvore/category_class_coarse.txt\n",
      "All categories: {'Upper': 0, 'All': 1, 'Lower': 2, 'Others': 3, 'Bags': 4, 'Shoes': 5, 'Accessories': 6, 'Hats': 7, 'Glasses': 8, 'Necklaces': 9, 'Earrings': 10, 'Rings': 11, 'Makeup': 12, 'Furniture': 13, 'Underclothes': 14, 'Tech': 15}\n",
      "Number of categories 16\n",
      "Fashion Compatibility Test, Use File: /home/hzy/datasets/polyvore/fashion_compatibility_small.txt\n",
      "USE Category: /home/hzy/datasets/polyvore/category_class_coarse.txt\n",
      "All categories: {'Upper': 0, 'All': 1, 'Lower': 2, 'Others': 3, 'Bags': 4, 'Shoes': 5, 'Accessories': 6, 'Hats': 7, 'Glasses': 8, 'Necklaces': 9, 'Earrings': 10, 'Rings': 11, 'Makeup': 12, 'Furniture': 13, 'Underclothes': 14, 'Tech': 15}\n",
      "Number of categories 16\n",
      "FITB use file: /home/hzy/datasets/polyvore/fill_in_blank_test.json\n"
     ]
    }
   ],
   "source": [
    "# const.VAL_FASHION_COMP_FILE = \"fashion_compatibility_prediction.txt\"\n",
    "const.VAL_FITB_FILE = \"fill_in_blank_test.json\"\n",
    "test_set = load_json(os.path.join(const.base_path, 'test_no_dup.json'))\n",
    "comp_dataset = CompatibilityBenchmarkDataset(const.DATASET_PROC_METHOD_VAL, test_set)\n",
    "fitb_dataset = FITBBenchmarkDataset(const.DATASET_PROC_METHOD_VAL, test_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = const.USE_NET(pretrained_embeddings=None)\n",
    "net = net.to(const.device)\n",
    "net.load_state_dict(torch.load(model))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fitb_dataset.calculate(net)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  fitb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Val FITB Step [10 / 3076]\n",
      "Val FITB Step [20 / 3076]\n",
      "Val FITB Step [30 / 3076]\n",
      "Val FITB Step [40 / 3076]\n",
      "Val FITB Step [50 / 3076]\n",
      "Val FITB Step [60 / 3076]\n",
      "Val FITB Step [70 / 3076]\n",
      "Val FITB Step [80 / 3076]\n",
      "Val FITB Step [90 / 3076]\n",
      "Val FITB Step [100 / 3076]\n",
      "Val FITB Step [110 / 3076]\n",
      "Val FITB Step [120 / 3076]\n",
      "Val FITB Step [130 / 3076]\n",
      "Val FITB Step [140 / 3076]\n",
      "Val FITB Step [150 / 3076]\n",
      "Val FITB Step [160 / 3076]\n",
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      "Val FITB Step [200 / 3076]\n",
      "Val FITB Step [210 / 3076]\n",
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      "Val FITB Step [230 / 3076]\n",
      "Val FITB Step [240 / 3076]\n",
      "Val FITB Step [250 / 3076]\n",
      "Val FITB Step [260 / 3076]\n",
      "Val FITB Step [270 / 3076]\n",
      "Val FITB Step [280 / 3076]\n",
      "Val FITB Step [290 / 3076]\n",
      "Val FITB Step [300 / 3076]\n",
      "Val FITB Step [310 / 3076]\n",
      "Val FITB Step [320 / 3076]\n",
      "Val FITB Step [330 / 3076]\n",
      "Val FITB Step [340 / 3076]\n",
      "Val FITB Step [350 / 3076]\n",
      "Val FITB Step [360 / 3076]\n",
      "Val FITB Step [370 / 3076]\n",
      "Val FITB Step [380 / 3076]\n",
      "Val FITB Step [390 / 3076]\n",
      "Val FITB Step [400 / 3076]\n",
      "Val FITB Step [410 / 3076]\n",
      "Val FITB Step [420 / 3076]\n",
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      "Val FITB Step [450 / 3076]\n",
      "Val FITB Step [460 / 3076]\n",
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      "Val FITB Step [510 / 3076]\n",
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      "Val FITB Step [540 / 3076]\n",
      "Val FITB Step [550 / 3076]\n",
      "Val FITB Step [560 / 3076]\n",
      "Val FITB Step [570 / 3076]\n",
      "Val FITB Step [580 / 3076]\n",
      "Val FITB Step [590 / 3076]\n",
      "Val FITB Step [600 / 3076]\n",
      "Val FITB Step [610 / 3076]\n",
      "Val FITB Step [620 / 3076]\n",
      "Val FITB Step [630 / 3076]\n",
      "Val FITB Step [640 / 3076]\n",
      "Val FITB Step [650 / 3076]\n",
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      "Val FITB Step [1270 / 3076]\n",
      "Val FITB Step [1280 / 3076]\n",
      "Val FITB Step [1290 / 3076]\n",
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      "Val FITB Step [1340 / 3076]\n",
      "Val FITB Step [1350 / 3076]\n",
      "Val FITB Step [1360 / 3076]\n",
      "Val FITB Step [1370 / 3076]\n",
      "Val FITB Step [1380 / 3076]\n",
      "Val FITB Step [1390 / 3076]\n",
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      "Val FITB Step [1410 / 3076]\n",
      "Val FITB Step [1420 / 3076]\n",
      "Val FITB Step [1430 / 3076]\n",
      "Val FITB Step [1440 / 3076]\n",
      "Val FITB Step [1450 / 3076]\n",
      "Val FITB Step [1460 / 3076]\n",
      "Val FITB Step [1470 / 3076]\n",
      "Val FITB Step [1480 / 3076]\n",
      "Val FITB Step [1490 / 3076]\n",
      "Val FITB Step [1500 / 3076]\n",
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      "Val FITB Step [1570 / 3076]\n",
      "Val FITB Step [1580 / 3076]\n",
      "Val FITB Step [1590 / 3076]\n",
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      "Val FITB Step [1670 / 3076]\n",
      "Val FITB Step [1680 / 3076]\n",
      "Val FITB Step [1690 / 3076]\n",
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      "Val FITB Step [2030 / 3076]\n",
      "Val FITB Step [2040 / 3076]\n",
      "Val FITB Step [2050 / 3076]\n",
      "Val FITB Step [2060 / 3076]\n",
      "Val FITB Step [2070 / 3076]\n",
      "Val FITB Step [2080 / 3076]\n",
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      "Val FITB Step [2260 / 3076]\n",
      "Val FITB Step [2270 / 3076]\n",
      "Val FITB Step [2280 / 3076]\n",
      "Val FITB Step [2290 / 3076]\n",
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      "Val FITB Step [2330 / 3076]\n",
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      "Val FITB Step [2370 / 3076]\n",
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      "Val FITB Step [2750 / 3076]\n",
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      "Val FITB Step [2770 / 3076]\n",
      "Val FITB Step [2780 / 3076]\n",
      "Val FITB Step [2790 / 3076]\n",
      "Val FITB Step [2800 / 3076]\n",
      "Val FITB Step [2810 / 3076]\n",
      "Val FITB Step [2820 / 3076]\n",
      "Val FITB Step [2830 / 3076]\n",
      "Val FITB Step [2840 / 3076]\n",
      "Val FITB Step [2850 / 3076]\n",
      "Val FITB Step [2860 / 3076]\n",
      "Val FITB Step [2870 / 3076]\n",
      "Val FITB Step [2880 / 3076]\n",
      "Val FITB Step [2890 / 3076]\n",
      "Val FITB Step [2900 / 3076]\n",
      "Val FITB Step [2910 / 3076]\n",
      "Val FITB Step [2920 / 3076]\n",
      "Val FITB Step [2930 / 3076]\n",
      "Val FITB Step [2940 / 3076]\n",
      "Val FITB Step [2950 / 3076]\n",
      "Val FITB Step [2960 / 3076]\n",
      "Val FITB Step [2970 / 3076]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Val FITB Step [2980 / 3076]\n",
      "Val FITB Step [2990 / 3076]\n",
      "Val FITB Step [3000 / 3076]\n",
      "Val FITB Step [3010 / 3076]\n",
      "Val FITB Step [3020 / 3076]\n",
      "Val FITB Step [3030 / 3076]\n",
      "Val FITB Step [3040 / 3076]\n",
      "Val FITB Step [3050 / 3076]\n",
      "Val FITB Step [3060 / 3076]\n",
      "Val FITB Step [3070 / 3076]\n"
     ]
    }
   ],
   "source": [
    "dists = []\n",
    "with torch.no_grad():\n",
    "    net.eval()\n",
    "    correct = 0.\n",
    "    cnt = 0.\n",
    "    for i in range(len(fitb_dataset.js)):\n",
    "        if (i + 1) % 10 == 0:\n",
    "            print(\"Val FITB Step [{} / {}]\".format(i + 1, len(fitb_dataset.js)))\n",
    "        item = fitb_dataset.js[i]\n",
    "        images = torch.cat([fitb_dataset.get_image(image_name) for image_name in item['question']]).to(const.device)\n",
    "        answer_images = torch.cat([fitb_dataset.get_image(image_name) for image_name in item['answers']]).to(const.device)\n",
    "        types = [fitb_dataset.im2type[image_name] for image_name in item['question']]\n",
    "        answer_types = [fitb_dataset.im2type[image_name] for image_name in item['answers']]\n",
    "        index, dist = net.cal_ans(images, types, answer_images, answer_types)\n",
    "        dists.append(dist)\n",
    "        if index == 0:\n",
    "            correct += 1.\n",
    "        cnt += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5988296488946684\n"
     ]
    }
   ],
   "source": [
    "def choose(dist):\n",
    "    mean = dist.mean(axis=1)\n",
    "    d = (dist < 100).sum(axis=1)\n",
    "    a = d.max()\n",
    "    min_i = -1\n",
    "    min_mean = 10000000\n",
    "    for i in range(dist.shape[0]):\n",
    "        if d[i] == a and mean[i] < min_mean:\n",
    "            min_mean = mean[i]\n",
    "            min_i = i\n",
    "    return min_i\n",
    "\n",
    "correct = 0.\n",
    "cnt = 0.\n",
    "for dist in dists:\n",
    "    cnt += 1\n",
    "    score =  np.clip(dist + 0.2, a_min=0, a_max=1000000).mean(axis=1)\n",
    "    if score.argmin() == 0:\n",
    "        correct += 1\n",
    "print(correct / cnt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.09159093  0.05251342  0.06457127]\n",
      " [-0.01607066 -0.12631448  0.00870483]\n",
      " [-0.05325187  0.1591287  -0.04682124]\n",
      " [-0.04271431 -0.17057915  0.07015804]]\n",
      "[0.20849792 0.1554399  0.2196852  0.15228819]\n",
      "3\n",
      "---------------ans index 0--------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "-0.09159092605113983\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "0.05251342058181763\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "0.06457126885652542\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------ans index 1--------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "-0.016070663928985596\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "-0.12631447613239288\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "0.00870482623577118\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------ans index 2--------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "-0.05325186997652054\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "0.15912869572639465\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "-0.046821240335702896\n"
     ]
    },
    {
     "data": {
      "image/png": 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oFIWd91deD12lYI30pFJsPUSHh8Y4f2HZvA/g8q5oNpt+32Mjdn908WEoQaF6XYHF0CmkxYDnUGU1xbLlQ2aZZRbYzEAKSSgV1mDQRZ41fs7F6bCpnkUQKldU0Er0kDA1FO8rFgcptIdPdiEQr90nWTE+rQXVm01573waXPLoQoGiUOpsnOSmWT1GS60KmiqNGo09LcHmS0zUUjBLBBikY/YEMS+8Ye87SLqaYLqvncsiL8YidBKRumJCTc5frFi8Jizjln5go9FIaeC60pI4Q3j+/n0uXGboGrXxmqmKe5wU4gWzbV6/v+WHAIDTgwa/dx7YCwC46frnAgBGx0aweokVY7WaNg9FUqgnSVpSKXWuzV5bCiwnIUrLF7hUVAo80n5MxW2k+RilfhVkR4LKZBhwlun6agnTaj69ZcLZLEMKmWWWWWAzAik4ZyW8Z1PElTePacHThCuRQ45exOVDb1zIRYGvmAqs7RT8E42Za8FWhDhUgl0um0dVujBd/zbgMU4SpghVZnvqlJX+9veZcGmNVFelqTRGrct9uW3uzGvENAhKKTEhB6W0poi7eFHPJDyGSoSniebSVGrtU3TyhArIKjwgb85z1fzoeBLUTZJk2jXR+ONr5AvlSuFtG8vUaVA9Wq/zd8+50GTfevstplClKvaxI8cAAEuuuARPHLQy7fWUgjs2aNTygVP2WmEg+tJLLrXzrZOQRqSosv9GxZBG/ywr0prgsYq8v0R+07wUiiFirYtwVq/7eJXuvWmxtCkir8B0JH22++VsliGFzDLLLLAZgRSSVoJGtTatv0ODRA6JjfgIrU9OSOQyXXsq6usFNDzKEGHItqzR05folfUsVUFMe8E+VzlqmVkIlVgr7lGrSXLNEEOZa/HK+Ig/P6GPJn9z+pSV9ko+LaYnSyxFEmapNFgoeVbMRyXYyjYoi+MRRpoKnSbhpRE8xXvFFJoIMwMprTwSV4lqd3xJuUqudW3zeS9kEmdPZPrcI4hE2RT73pOefC+OEufBvHAHRXuXLWF8gF5746plAIAf3H8/AGBHextyzKacPGaeft5cQ06rVi4BAFTq9v2uvdbaZM2qBXbMltAgC+R4DYYH7Fr39FEIpyFyklLAoTdv8tzGGNvp7exBISdEwPP19H/Oky+gE5LQNZEgbUZeyiyzzM7DZgRSAAA4l4qFiggS5ad9NkKRf73SzzeSFpJcSE5KPaPt05fpMm+uwhdlKfRMVZRda79pw9UfKhGWcIqiycH4Q7n4/v7+4LziBiyyWiMkHzUi6rZOSuvUmJglxCAKrnNpYxEvchLJnsdCroodxDEZUbAV/9DYJPRSZ7MX8TxcPswkeHNAmeXCcZ49Lq5K18oaa7iruGmQSrB9SbaawDAmsXCeee8X3fQCG3t7O0ZIOPvMF78EAPhvv/hzAIBqxcYitDZ00mTn93Hu+/sMjezZY90R+0iUqjJO1DXGsmZmEI4fZisUXqM1q1dwrCrQo5hLo+YzQInPykQFb162UNdM98GZ792nsgwpZJZZZoHNCKSQAGi0mtO8lZvmhRnh1RNREXIJf7ipVFju2y9ueTAvwiLarW2oZjFab+ZL9vlkjR6R69QW4wLNKO/uKHmlVX9tSuQ89bYhXbUWtZWLsyzT2sdF3tv3fVQxjRiAEaszmSLWEpcEizot7+ol6jl2ZUrOVhLt55vzqPhAmd97tJOoYCgeW+LPp0TatvO8hfD2nCR/Q23z0pZtOiXPFQaQ3icVzk+cpSjmyZBk+fh4tYoaswZvfdNr7bcseJpsUeh33DJGfQstgzFChuY4+SlDTbsfBk/afjrYmOf4cXvfV6X8X1OcCnt/dMTus+qkMSDzlGFbvXSJ578LEfsMEGKGp96fRWznHC1DCplllllgMwIpAABybhpPIS1XNSv4vH/0hJRHbSYpIxGSCSMjMcrdaj1aLNqauEKxy/YO45WLM9BNpt8kWYfKhMjryzMWmipjnt54I5bkjs8zRghxhiAWTfExhdaZeRtpSbbqFdLjn62kOa4nieMcMTLIR5kQzafWtVWhuGnoT+t+bu9SVJIy9MIYgl7Fsqz5NoKsT8lH8yUZeqE77l9xIrEFC0RJdQmbJK00Y8Hf1pu28X2brZXd6g0bAQB7HjYpuMsu2QQAOEWJvRe87E0AgPkLlnEsvE8o/OKl9QYNcRw+sAcA8OW7PgsAuHjjejsnFZCdrODUYdvmOZsu4plEtTREvR7d+XnTtX56sYUMKWSWWWaBzQyk4CiQEsuz+5hC6EnTFtshy7BQbPfVfV5aPGo5J59ZZBWc5MG0/GqQIyBOumIIvpw7QhxtpbQ5KZAiiHqzeVbPH3tbvZenVERfltYGINhPWnegakx+r6YnEU/BpiP0vi6qYfDCrPxeSEixE829R0gSuuE5tJFLoEatPtuhKsKJ8BzrjarfRy4Xis/E6EPZpoJu20RVoEQYhZBWqTEV2shv4Pz2EP3VOJYakUIZQMJj3fvAAwCAi6+8EgBw2TX2+vGPfhoAcOXl1wIAnvf8N9q+iTgLbCq05+BhAMDixcZjABmc46xj6J2z0MbcZsj07b9sjWzm9FmdxsE9OwAA3/jK3ejvs30eprR/qWFz3z/Lyq87inY+eTFncyFifLq+P0MKmWWWWWAzAim4BHDNZtq6rKm1oT2zfPSY3qouSSzGDbo6WF1YqyAhQii1Mc87yTUyI9ulkj3R81xpTo7b0zenxqf8Xa0m+TaOMYpwe/mxaG3tLZdmTVIugxrkhut2Rf49M1M1DlEDG89wV7FgIcxL+1iMPEQzjFpPHYs3edNcuI4/Wx1CyvMIW7W3+2Y5ZIBy/a8MUaEhL24vDepW5PI5Px85p9sxPJby874Bi5rAcq3cADNGzBD4tTbPu42CODr3Kr11QvZi21zTrzh14BhWrLWYQfvC5QCAk/uP2o9YFfm8F5mc/M/+3K8DAE7z/inyGv7L3/8dAOCtt98OAJgYt/ukq82O1Ukvvv2HWwAAB9m45qprTY5+1959AID+WTamN/zML2Db/fcCALZs3wYA6M7Z3F11iY21UOBcSrYwp6bJRA7TFX5/pD1jpOCcW+qcu88597hz7jHn3K/y837n3D3OuV18nfVMj5FZZpn95O18kEIDwG8kSfKgc64bwFbn3D0AfgbAvUmS/LFz7n0A3gfgveeyw1gPQFYm+1D5+Dwjw53kFkzwae2SmrUTBzAxxly+lxFjVJx5aImnwot20juRqZcmDFTLbxYLwk4XiGW8IJfza2K/rvaeLtxWpnW7F1dV+3ZfLSkh07BNvPeo4gy48Fk/tapuGmNRa329NqI6iohVmWZKwuyCmuHAZ1SSYIygV0/8WBgHacETUnxjXN/8RfdDmGXxXdC4r/YStR8433Uii65uQ5CSL/PyFGQ2TvBal9ptXd83bx4efnIfAKCTlavKVNSaNvc/84vv5m/tGj253db+e3abzPztP20I4dSgqTl9+9v3AQAuXG9e/c7PfgxAKt93xRXPAwD8znt/EwDwgT/+UwCpxOD4ZAVLVltF5ji7zx7bZ5mPx56wrMTiuRZbWEQZunyR8+cb6v6EkEKSJEeTJHmQf48CeBzAYgC3AfgoN/sogFc902NklllmP3n7scQUnHMrAFwGYDOA+UmSHAXsweGcm3eO+5jWij3O0wsh+Mg1uQTS00tqDZ+71/rUtxkn4yyJJLsLatqp5bv3aCFHQg1E07Zo9oOSvHdcZdhsTmtmIxaktBljtFFjxkPVjfLCHiHFT/woFiFORrkcton3En3OeZl8z0fwmoI6L3vxDEbFCuImMJ6Pr3kgWzCvvHwYB3IeGYTs1GarNS1ukfI6FOcI74OE16joWwKELExVRQ5Rpr+DTWGHyQ0o8roIxJzidg8/+gSWbtgAADh4yGoTCpzL51xzi+1j2Dz85u9/18bEe3DDBuMXSLnqi1+6CwDw2leZT/zuN2374SGK8nabd+/tncOx2Dk8+cROAMAFF9g4yuUyHnnEkMHajVfYb8mS3P/49+y82Wh37lzLdBR9nEg8huncmR9l5519cM51AfgcgPckSTLyVNtP+d07nXMPOOceGBwZP99hZJZZZj8mOy+k4Jwrwh4I/5Ykyef58XHn3EKihIUATpzpt0mS3AHgDgC4eM2SJEmSKa21wvy+z9+3s3lrPWQpqsnKaKOJMr1rm6TXK2QiJvZ5O/fh2s2DqeWWr8SEOARhjYRvE+/C6kv4TAL4OyGT3JS1MRl2JbVQC2se9ON8tI5PIl6GrzMQ8nCKNdi5eP3DWL6+lTJA47oKISCvMC35eK5plcGIG+9oe8+apJuOKzObjDV478MMjPZXANBohBmQVL1JVYCac8VBbP7S+gzpGhKFVO2aFgvKyoBjpSaGVLKJWgpUrF61dg3a2T6wn23tB0+bF95w4SUAgNGKzd8nPvYPAIDnXv4cAMCNNxmSmOS5vOmNbwUAPLjF+A4XbbocAPCiF7/UxsJrvW+f6TKsIzK4kryIOtsXHj9yCF/+zL8CAH7tfX8AAJizwDIjd3z4LwEAt95gY9j26OMAgLVLDTEsoAR8MRcpUz2FnU/2wQH4CIDHkyT58ylf3QXgbfz7bQC++EyPkVlmmf3k7XyQwnUAbgfwiHPuIX72OwD+GMCnnXPvAHAAwOvPdYcxq86v+309PNfW3jur2SebgZQ7kMiTca2negkhAdUw+L4DPHbON6D1vED7XF7Ll95J3Yhr7vi56rkFCfKMa3i+RXWC+wynXbECr7AkOeKo2amQh2IEXllHKCYJo82+6lSqU81UMbtJVpzmVut2tT2T2rJC9qo3iGsgvNaDshcas7j7Ue2DvhfCSFqJr2jVMfS+kJa2gj8GANQTxRIUZaeaMz1+o6L9cOxVVVfa9xMTnCfO956d1hzmyf2HsWrDJm5jsYMW0cZkU8xWG9zKBRYqWzjXtDH+3/f+FgDg1973uwCAg8csJvH+P/mAnSebBH3tK18FABwfND2Gzm6b75++/S0AgIEh04vMN+04//yP/4r3vOcXAABf//oXAADXPv/VAIBbXvI6AEBz8oCNVRkwZmOavM/anmb24Rk/FJIk+Q4wlRUT2M3PdL+ZZZbZf63NCEYjnHmUmDXn1YyLii3Q47FBqNLxeVU8lsu+9XdNVWn0OvKevqEn+e6+fiDSt5PFlYyNuJ4hihv4BqRJy1enuVbouRHVG8QaBem6PxzL9H4XYVTZ8xZ8HwjWVLCDUKm9HfWG4hmK+Gv80kMIu07FGaBY5TllUYZ6DKk6Euc1qvtoTeFeKB5RLITnlTIcNV8hAlBGQ/uq8v7w9Rx839ZJnYa8WrfZASfIbJzdbxmAXHsv5iy0vg8Dx41p+Fd/87cAgOffYDUOvXNNq/HUqP32gQctZtA7yzgRoyMnODY7h6/851dsLLwGx6nYVKTa1Mf+zeIFr3ylMSUXLbN4wZM7LD7wxre8Hi5nnv+Vt73ZjlGxebnyaotTjBy1++bUSWNfPrjNmI/XX3EZ50tdu87NstqHzDLLLDA3TbX3v8AuXrMk+dKf/0qan05CT1pk5VnaVYfRYzLTunrJPkPajFa1DGl+nd6B2QYX95pUG3iEKkipWrEUpqXBqGxFyPRrNVLvP61zk8ISzBbEDM6YFakxpmMJx+RdLM2zKaNuQwRNGK82PFJS3CJpsA4AYVbFqz2p01YjrkcIxzyNUxKpZWm/0rz0DWkrlbT/pBI9rVCbQqhD2ZW6Z7Yym0PP39Nr6/vqhPVoUH/M3j77vEnkUakLQdm5D5yyDMPeI8cwzjEc2LfXPtv+BADgBS+y0NgNr/kpOyYzP1+58+MAgEe3W/epwVPGrv34x2z9/wcf+CMAwLve9UsAgHHGKhS76ehixSazDR/5h38CAPzSu94OAPj93/0NDA8Zqr38mhsAALe89JUAgN0PG0/h0BNEKz32f7KEDMclRC/dvN8uuP0DW5MkMbLDj7AMKWSWWWaBzZCYgkM+V0hrAaKW5GOjxjiTR1F0U70YJtmtOVcsYaIq9h89uALX8r5njY2aJWKBRSo+E3ySl6KW9KmytLx8qkidagYmwTax94xRScwviNWi/PcI36v/gVcz9tWmzCwUcp6Xof70CXABAAAgAElEQVQLHWVpE1CFiLBCnArfjzLiF8QKU2mdAhmjfh587WtwjrL29vZU15E8AiGpaovVjx6FRXoLPvZg+6wQIShuomul+6fBfP0k99Ng/UJ1zLx7Uq96RLR42VLbhsS6xx7dDAC46LrrAABzF68BALz+zT8PAHjRaVvP/+n/tGzD29/6BvvdDmMj3v5mQxqvfYPFJj75qU8BAH7/dy1r8Zu/+msAgNqQ7eef/tqy/Mn4MErtdv6vfc0rAABP7rMuVh2MS+TJ/GynduU9X/s6AOBVt9wIAOiZd06kYm8ZUsgss8wCmxlIIbJ4rd1O/rmjt1FHpBrZZWnUuoES18A5hPvwXaca6oEY5tG9tn4EJNTHQWtAX/GonHqsEDwlj58g5pyHHj3uDp0qEMVKTfL88bpf+xXCsHcpT4HHo6JRrpD3n9Uq6nAV6ibE6lBxxsNzKaZVUSLYPm7KoP2eCWn4ORMS8DUdYVUoclKlVhyH+xQKaUxyNsTKFALjgZztv7fXageGqlbJqHqXWd0dePyHDwMAFqy1Wobl6wwRqAbirjs/AQB4+89ZVeMkbN4e32k1C8OnLfswfMo8/vzZtr5/5zuM4dhRtnn8zMetZnDd6pUAgA/+L0MYh/c/BgDYuM56Wa5ZsxZzl5k247gBIdSpGPXDLRZT6GXbjBGimmuozaAYTDJNRONHW4YUMssss8BmBlKY0nkYACbG7YmvDshTpIsAAKVCqPasXzbrde+bfUVhlD0o5mMvq83ofVQlaA9jFMvGhYfjB/xhF1Wfx6jl0MlKPOkF5PMOuVzYPXqq1gKQahiI8z+tI1YuRg4cirw3Ym/stZk4P+JJ6NMWyjz/EtefUgKuMxZTKqvGIezvqFiJYhGNumaaKC6njFDYm0OWxldccK7OOVQm7ViJM69bLGn8NR5bMQTbRYtxD3lCoTivV6H54rFVbVrk/VLx+gr2ebktraJcONfqBZjvQq2oGg77bS/lMz/0FyYR8o6fex8AYCMrGP/i7/4NAPC5T5puwkNbvgEAGB+xe/roMat1uO9r/wkA+LP/9dcAgG0PbAUAXH7lcwEAX/uGVVX+1C/8Hjp6jEcxeNpYkvkGuRBN1pW0GxrZ9pDxE5bMNiS08LlX2djzT+/ffGakJNcuSf79z9/txTD6KHARS4PJfGFQRN9UcQ+QSpnFYq/xb+OliiCpNFhGxyn13t3F/XB7X3Rk+1EAT4VYSbN21mPqdKaNJYLgeS/RHQbptH21Gv7TaAkwTSJegqgtN6V9nshGYcNXBQbTsYEWzRcfPCKU6V9QbdMF+T2By5dvh8u1RrOBvJMcP6LfaMlh3586NQgA6J81K/hcLezUBCVpSfpdsmxc8pH8lJKdbIxjhN3Dw6MYGLFjjE7ad9/carJpL3zxrQCA00MW1B6r2D/5oyxCes2brL3c8nUX2zzQSbTzobJvt1GRqyzQe+LJJwEAL77V0ovFDlLW2ep+gm3mqtU6du+0Jc32R2wsg0dN0OWitRYMXbjAxFXkHtvoGpeQgt3PlP36N/1hlpLMLLPMnr7NiOVDs9nE8MgIunsMBgkXpPJiYfAqbq7iEcVUKXO6OIl/CFq6yItO24fa2zNg2dlFyXJC3HYW1eTzIWRt6zSEMDRk0aA+Ngg90zF8Y9y4GQzxsW/F7tu2n7l8OW5IG59TSoLS8VOP7XuxSkzGC9LaviVcozL1QiGec9tBuU3LCTvI2BjbpbWXg+186zr+fmr5uBebIUIQktLy6TTLl+fMMRjd4pynKDBCjGqCy3MpFEN5f5lavHfSS1cn8+ikFHuzap76hc+3FGRBazAW2vXz+j7nUgsC7txmzWLu+qSRmW57haUP832WDly23CTch4ftmFdffTUAYHLEkEdl0s6hn/8DF11ugc77v3sP9j1gS41HthpJ6fVvtrTmGFOp9339PgBAL2XYXvriF9p5KYXfygKNmWWW2XnYjEAK+XwePb29/n1M5okDdGczF8QU7NUXz7RCPzGNKORpu0yPcY1dZKPZnLPPh0fNg3SxoYhQjEuY1uqxzyfGJ72w7LS27iTneESgMXGIStHF8Q4vvhIVH8WiqmmhlH4nynJxynmLCh16EQXtFK+IxWTkR0ROEoLQPJXKDGA2QoqyhFplU+MtCmqKbKTrPMz1ex/XxKICp41iw7SpH5MCthxyTBbzJe1MUbIaGp3dHUichFfY+HXA0pYPP2DqADXijRe/xmTWTp60GMSJY1botHCOXfNPf9xEWF72cit0+tjd1hauwrGIbt7Z3s1zsjEcOWbEpMULDWG4Vh1d3bbtrS99MQBg4ISlO4/sNyr2T7/BxjI8YGXX/T0W/yrxWuYKT8/3Z0ghs8wyC2xGIIUkSdBqNPwTPxb0iIt0ZHGUvZBLi5Ba0fo8XW6H4imeEMQIeM17OG7QkCiIvc7qMg8yMWFeTKSWUlkEHPtZV1ePz0ioMapQyFnbyUWismcrqZY11C5P6T2VMdcl255wbGlru0LUWt5LlUUZkEKJxVRcv9erbPJSVgt17qcmqnGYIUljCQheU68NbuemXF/bSHGZ/v5Z/E2Nxw5b/CESwNV7ocSSl78jrbkeytWLyt1ktL6js+wFbJq87vN7KGm23khM4zXLHixgpvqT/2Lr/RxjTFdfZ3JqHXMNAQwM7QcA3HDlOgDAiUEryT542M5xctDukdwc237pApOB62vn/KIX7Yx57NllxVlXbaKo65ihk7Gjluacy5iL4l05orGztCs6q2VIIbPMMgtsRiAF5xwKhbQgKm5FPnW7qa/ynL5EeQphJo4VwMuykazjvQa9CyPdpbM0ammR7iyJdMULmlzXVkgbliculvPopAjoxIR5gxLlwp4qNhLHEs5aWq2xaR7ohbVdIUJYzWbTe9GYpuzjDkQVspL4CbmwDFz0b/87T9EOCVhx+Xhakp2Wjyu+cJoIoZc8lYYyI5xzXUnxGM4WF0oienO+xPgFJ8xTs4mokKRxk3a1D+jhNsXO4Nilqr3f8i0jCq1kQ9gbX2N8g82b7wcAPLHVaM/Xv8jKnTc/YLyEXJfNz2XXXQ8AuOYKEyl7cp95/SNHjIPwhY//bwDA5Zetx5w2QwB9JfIqBi12cPGFlvmYRQ5NBzMiioek8aAfXQQYW4YUMssss8BmBFIA7Ckfe8KnYlu6iDLbbDS9B0zXmWbiE8imMRoVyU7phsEx1FhD3lhrb8mQ+fjHFKk1eaSublsvirHZy0Yg3ptK9FR0aI0xOv9GhAS8rKmaxrCwqtk487kWCoUpZdUqMuL6unDmuIXelxnJVixC20vpqx7FgYQkUun7EP0JqRWLRR9DaO8gLTxqEyfz90eEIH0cyTe4Ee9BHAxmkBiFL0mWjdJzivU06hXPxOxiq8J8k/dYr/22o2KvXcy2dDMz8uhmoym3Kja/7/nt9wMAtm215rD79lim4LbXWabgm18yEZY926yo6QfbLfbw679hhVGL+k2WrXhqHAVyQS5dZVJxs2cbcujpsWMrnpFmV0SDRzAP52oZUsgss8wCmxlIITGveTZRUDHY5B/yiqDHnjOf995XnstzAegR2yhM0fKy6KEgqY4RC5c2Ig+qCK+2L/J9jfn9ZtKcVm6sOMTp4SGOxbyR2rrXovNRfUXK+COCEpbIheeqla/ea/9TAUfqqeklowKnXNRqrFwUpyLkLaRZHbFNVY8RtvITczGu25B3Hh0dRSc5Hy6nwichHW4rARuPPs4cW/LXviYEQLTopfZCYdiiYg18XyqUfYOdxqTto5OFby5PwZcyx9Jh57X+AmM8Ht6xDwCwcNkyAMABIqEFlxi78KcvvQkAMHjashc3v+FCAMA9LMW+8VrjM6xYasKwG9dbXcPSngba+u2z3jYWcPG6l3l9ncRpxLHIR81fflINZjPLLLP/f9rMQArOnvpxiXHM3EMU0Y6rJKfKxKcSZapRYBNXtjFThV3TC4na07XCvHuc09b3rikEQg/I9eoYayM6pnAS4vPQ+16yN0dHjbuOqAbCT0vkEeM4iby5jy3IU3A9rLJoRe+dcz6moH3VhAgK4gCE2RrxOGLuRMqeDHkJyoqnwjFnrkYdIee/q6sr5SGUVOOtfbOqsRGitAThGjquAWnWjXWaiyTgJcXnW9y14thLHq0mz6NMtiMl3JavMc++a+9hAEAbWZHHRux8J+YbjyG/0Lz6NbNsvd9VMxbm7gPbAQDFHJmwBUMg73zP/2PnUGbT2AFjSK6/0rISycQEVq8z1HByv1Vk5pMK54mIMs6+nKWK+FwtQwqZZZZZYDMDKSSJtTaL8u/Kqct5pU1Awp9PbdQi6am81yZgI5RcKFziNWJd6Pk8CywWMlEtfjPkIyiyq6X1OFuRO+dQYMQ+z/W12rIr99/ZaYMYHrYqwK4uy0o4cR1Eqmwouh56+VxO3l1cA4rW5sPaCYlDtJLEn5fmp70Y1mVo9lPBVa6/xV8QQ9HPX4gUqjXz0qWSMkncDc95aMjOVWgpl0vFUpR18AgxWht77ojuBzE4IxSD4plb22usQgoJhW1bEu1Jqt7r6h6T+O2wM/R1MlnJsVlc6IarrPHsVz9vTV12H/4+AGDHqHl8CbrU2RCowvvjkudbDGGy06onL1ph2gd//Se/AwD4eUrCF5eswQ8PsKaB0m/tpVA0WHJ0uqh1cUEKurezKsnMMsvsPGxmIAXw6RTJlMn7KkKOaM0k83Lr+YKPwHqpdTUyjYRcm61w/apoeilXCn8ft26Lm8N6r00PnNLufFyiSU/f8PliO0YXG4HM6psLABgaMu8iXkOajVBMwH4tpaF2MdfEsdAjnhWbiim0FLOA84pJnqfBn0xnv0WMRMUOpmgz2NhywTnGFZ6quhwcDBGC5q1er0/RmdDUTW8tZ8eUxz+zIlWahQnvj1jBy2dgWB7paqmaVIuNXWctM4GiI6OWLThJ9mN7u23b1jCPv/nODwMA+pr2fpTt5MpEb5MdHDuzO13tds2/eu/nAQCvu90k4j/9d58BANx0oXEQ9t3/7/Y60sSrfvoXAQAjhyx71Ut+QtIwFuToCWuQW5KaVpEIQspVzUh78CksQwqZZZZZYDMCKSQJUGu0fAVek5FrrcGTszDcYvnxpNX0bDefw1ZLdK0/zyJdnq5XGblVblteyWdCwspN34I9ii3kcg7FnLQCw3V7rSlFIVYDkj8vhtrQ6VMAUiQhAdMyswpeT0ANWFqhp0yj8ml1pI0jl/L/pcmYRnCCeYk5Iy3/PYJ5arbYLIbxjRQx2LGFECTCO03ENmivB447lIGPx+KbwUzT19QY88H2HlFETYLzXtPRfl+tNtByjP8stOrIo0fs2JURO8+T260pzLp+u3ad/BcaJ7L63mOPAABWrrLYw6LFljl4crtlDu5/0L5/7s0vAAB84dOmuyBB3WMNG/u6xYYKLp1dwta7LF5xyxtNB/KhPRZjWDPbxuiOKE5UDc67VmdWoigB5HOz80YKzrm8c26bc+7f+X6lc26zc26Xc+5TzrnSU+0js8wymzn240AKvwrgcQA9fP8nAP4iSZJPOuf+FsA7AHz4R+7BWWWbmo96jju56eKst1zoEWLLIfXoeTVc4aZqTS80Iu8zXWlZkV3pC0gR2EzR+6bnAESIQ41ZcrmUn4DwtVDmupTxi6FRKgyxqnL2bKupHxlhTQDXobHHrEaaCPmSGrrwnFXBqLhKkkyPIfgcN4L5EAO06RFTuJ73FYi5kPkpFDPKtbhYnLEu5VTE4FWYEKItjSHn0vHbHzx2VCsTz49MyMCffU4xBVv/qylxUsijymvyKD1+rULd0CIVkldttHmoGV8hB2abyEdYssQQwukBQ0iLOgwFbiB/YdGt1uTl/kdNyWnhfIsfdTCOtOvxPQCAHqLksbYCls43teZvfNr+jWatsurIU3lmQmbba7Fl1bj1YUMSqs+oUtnqXO28kIJzbgmAlwH4B753AG4C8Flu8lEArzqfY2SWWWY/WTtfpPAhAL8FoJvvZwMYSpJEVLFDABY/1U5yLoeOchtGKvbULauGn+vTAhuOqE4e4ivEKs7OTWf9qU2ccv5cn5/teZgvaJ/8va//Ny9cZftyj1Za01mVgOIgYdRbXrUhr0o0U6Jnm5y0J30HYwfd3RZjUEv1LtbL16konI+afBSi2EW+qKh6Mz0nQQVVBvJS5RPxNyKNgmaYpfENeBWc4O8KJFWcOGGNSuLeHWKSlkpSA0qRWNN3eSEaSYkEwXkmrdzUzabFFOLK10ZU0RpnH/JkPDbYa6GZ70BpnqkaHR0yvkWhx459yQK7/uOMBw3stfPZfXQHAGD7Y6a03EXdiYs2Psf2WbN7+mTO1v/9C4wZefq7VlW5ZIGN4dAu01t4+TXXAgC2PWx6DR0bN2DbPotHXNxh8YmBPYYy5i421FGfsH+xjsUcG1vXlarGmHVtAvHnZs8YKTjnXg7gRJIkW6d+fIZNz8iccM690zn3gHPugVPDY890GJllltmP2c4HKVwH4JXOuZcCaIPFFD4EoM85VyBaWALgyJl+nCTJHQDuAICL1yxOarVa2miUXYeKUaWib+UeMdjitaX9HW7TjD3gNC1B5uVVVRmpD2vf7WwxNkmuQMr8U14/reTTEtivcRXviPLmie/roLoBIgGuKzvY4k21EmlWAjzHWMNSa2yhpJTNOa2BrB+k2JKhbkTcyi6NLfBIRBrHjxlzby7bnqfqSDaGdvaBUE1EGtNI/075BGGVo6oedXpCbbJpncKicxQSifkKdelvKpZRGcehHfTQyzcBSD3/3i3/AQCo5O36H9t7AABw0fUvAAAcPGTvS4md33EijdnLL7d5mc0uTsyMrLzQvHwbtR4vW2st3oYbNo8XXmKI4ujhAfQV7PofZvyib8DuvYfutKzEla9+OwDgwH5zrm1F3R+sWE3E3zg3e8ZIIUmS306SZEmSJCsAvAnA15MkeQuA+wC8jpu9DcAXn+kxMssss5+8PRs8hfcC+KRz7v0AtgH4yDn9yk2pwNOomiGjzWcAoko9z2g8S1Zi6nfx+l5raP+5NPKTkFcvFqFjFaXWxs3II6Y887wfcTo+evS6vC63VP2FF5BOgn1JxaiTXagUY+hgrX/aPyLarxBUkmZaYh5CjARixSlpGShy73tQEiENDxt6mcX+joqLSEnZox8fiwn9kHNT2+SGaKTCfo3iPHhUAw016vtwlurZ+Np75MnvG1z1Fjt7sZ69ILftt34PbUUbd3/evPSEI/JhjOGuO+8AACxZbqpIZao6TdZtHo7v+Yqd/25qP9YNaayeYyzWPXutenLdJbcAAPrmWGeoof3WP3Ke24bvbbbuU5uutXgDTttYGlU7j/+496sAgOffbDqRDdU8tFj5O34cT8d+LA+FJEm+AeAb/HsPgKt+HPvNLLPMfvI2MxiNIKvMswb5ecRpzxXlnc+s+pzL5fy2TrjCV1qqo1HY9ViJkmnqz1FEW8hAfIcaEUMnMwJV9h701kr3Ac9XqAXH0hBbOdVZUHGKCZRGU+3gQyUqcS3UV0LKRTKhlkakSJRzbppGQ+o1lalgZkTcBiEphPMhXcUucitUjSrFJXnlNIagaxf25UiSlldvEshSXMOrX01TgA5Od1r2If7cV7JO/yGAtKqwvb0D9VbIjZCeQiuvHhL2U2Wnxo7bNcgvImqr2XZbtlqPhsER8+qnBi209hJ2eaq22bGvuel5AIAf3v9NAMCNr7BMwdpLLOZQG1+Fr2+1OMfAYeMf3PrqN9gYihancHlDkJOcx+VrjEux8zs2hoU9YQzmqSyrfcgss8wCmxFIwWs08jGseoVypPcfKxBP4+dPWTPLw2lNnPOeMV7nh55T6++zqdeoc5Ii+8oITOtmNbVew6kLFWsS4oxHlLXVGNPpkadTtsXmpavLXidYoy9NRiWGfTbHd+8uTPGa3FRISloDXsOBMQd6ynieusnAS2MxRBTNMKuT9ieSNiPPqZHGKHKehxDGd2QuF6KaVF8zRAhed9JXrkrdGMF+/bzzuEUpPA0fw54nrdvS4ousLwMmLBswWSPfQg3BOcSXvtIUkrY9bl55ztzlAICXvPrVAIBjpy0msflbXwYAnD5qTMhk1JBDftzYq4f2sjbiP2wsI0N23PEEmNdr8YdGztDo4PG99r5h917HnIX22meaDK1xY1P2s7PU0KmDeDqWIYXMMssssJmBFJxDM1eAU+2DmICqbFR0XVF1qfJ6daXUk6SsNuXBz1JbL62BuGa/qY7F9rnqC9q1buf7Mt1P2sw67LSUQxHeO3IL7wkjjYdWpFmgE81H2RSvOO3P1/YjxabxCfMkbRyrV7uWVmGSev4k6rJUiPs+8NDVSEE5rhXx6keaZiEk7l89GGpShSKCUG1KMZc7A+ITAihF5yuEEOptKN6BglCheCucV13rKDvRaineYdtXai1cfIX1gtw+RFTH+psSUVhh2OZ4nIhy+AjZg7pHqV49e76xDDddY9qN0szY8X2rAFixxmohBsY4Dz2mwPTEEYtRHHrSOky95IYrMFa1z/rYL+TxH1il5shp+3zHXhvDT/3Sb9h8rbK+leV5lslwkRblU1mGFDLLLLPAZgRSaCUtVBpVFL3XIReA3XkShOtUr1ngwrVkoVCYFmGOmXgy33k4WndLH1GeLEduf539HApFVYLTm/Fw9apUogtTxshjey0CRfhzwT7ESJxm0izUep4fi6GntfNktcKx2fuR02FmoCgmaKPhdRBKXE/XOdexFsO0alMeO2ZP+opGf43CLk7y2pKAyCFkn9br9Wn1KjHDMeYf+GsnpW6eQ0EcjHqIbmLG6+QkM0XsYp0wXlBEEUfYyWlwzPbR02t9HApl87ooWEenTvINmsxKtS82dPb4k1bD0NFn9QkrllsF48YNVrdQG7D9Vaj2tPEyyz5cedMqGyvP9bP//Occ6ygKZIMqttRLRmsP0Uuxw85j2VJDJ+1Ejj980NSbVvc9PfWCGfFQqFVr2LfvAIbHLXCycrkFa/o6bOJLChzxBoyFOqeKcvgb5yzHiinTcVArhfSx6Cdv0FgMlP8txULaMBWwQKPfxv/Ps2S3IVn5UKo8bpjr2dFa4pAQ5HzATEsfBfHse06bT1km7W1Txhym6dKGsBqixsLgmyTsh628WylGkblKvpmp7aCHrdu9eCzzroV8lPKlFYvF6cKrtJicJMtFgea4mW2hED5M0uWI0ssiGPHhCgViJ1HO2cN9YY+Nv3exwf6jB7kUK1r6jzE/tOXtGEfHbT4uvMTIT/uPG+3543//P21e5llgtj7CsuYuCwrWa3bP16pGSOtlunnF0gUAgLldExjhdTx90uT6Fi1ZASBtvNPdY+XZExUbYzvXtHP7TdqtgChd/hSWLR8yyyyzwGYEUsjlcugod2D2fEutbHvYKJ5XX3YpgNQTlFwo0yVQFHvzqX+3fHDqzASX2BS0ykfe20fScloC8DjTGtWmQiAiIaXpOXk+bpKEyEAmz+/TplHKTaZUpl8CcXvBakeEMDLG1FVHh9/WS6A1NRZSqnmMA4cPAQDmLzSP1TfbPJu8E9QsV0Ks3FGN3vfkKRMVXb50EferArIQHU1tLOzP6yzp4nQ5UQ/GLPpziUsdlYMjEuWJC9TayOlJGpzvSt0v9Rb3U45t2IJ4rsP2PbvvJgDA4b1WKl0s2fwsXWbzUKzbXO/ZYYHCK9ZZAPGRPfZ+0RxLQYokdWi37WfuXEMQOzjvS+fb0m/Pzidw0/MtPbp/334AQJ6o1BEBlVlVVepmG8JO+/yyK24AADz27S/h6ViGFDLLLLPAZgRSqNZb2HNiFK0jJliqFuH7D9mTURTcdSstGNOuAiK1dhNBqZT3km563HnJd6Uo+SrnLS/lxVf0vRCD5NkUYOPvUtk1cHt5MQUsC349XfPrd3lJIZozC5BKsCTn06pcK/sULU9RUb5G6AmbTkFCQwWzZpvgyfDwBBIo4qfUaxjMPHjMSDUrVqzgMTjURhhoPU1yzTx61DwUFyhz92FRU1nNXBMFAdOgYYpSwH2EyCGOQ7gkQmscU6URkby8RJ7K4fW9EBuvvchh+SKSip1nddjW8UN7rGBpsmTn2bHeSqEXXfgC+7xm+1q2xBDD3R9hDIFoZdvmb9l80Ls/csDu6Vte8RI7DolTn/2ECbi+9tVGgz550v4Xlq9chV27TBquK2/xjWZiZLVayRDCZdcZ7bnUaSjkk3/zZwCAF11k2/eWooazT2EZUsgss8wCmxlIoVrB3l07sfEiE5a475vfAACsuOCtAICBAVufPrjLIrpze83zLeT6rEXCUDI5jh7KpUs2TbkFT9/lmrmodbsyASohjkusJToiLxM1U4kLp0SrbibTo+fKVOR8ikwzcOamJoV82qwWAGq1sPw4TXGS/OMFWrlXeWXOT1dHO8bHSInuIBlHbeP4o6WLLa2lxrtqxKMCIMUUVCotr9sQ8siFDWYlS++l8xkXErJq1BvTmgHHKcjpWQluz3lRirbA868JQSK0ZAo6AYCWxGlFcCs4JERpk6NWbjyv344xkjdP3zmLyoPtdp/1Es09/E2jMS8s2fyMs9HMEmYGhIJm91m68IlvP8ZzsS8uX2AycAMH7Pc3vOg1AIDHH/o+8iWiNMfzKtn9v2GDFSN39XVynuwavuY1pFg/+m37nE2Pz9UypJBZZpkFNiOQQndHO2664kIkXI+++XX2lPzBd61ZZy+bXlyw3ggkTx60Ao9HHzfRzEP7dgMAVq9YgXnzbB2lkuhLLrIy0pLWkblw/Z6LItvy0j5K7xGCCn/UYEWl2VrIa/+KSTiPGlISEzf10XUEx05FUWz7GgVF1bRVJdJCL4mPg3C/EV1Yx1NcwKGFLgq1SC7NoxgRgLwwq3L/Nh979tmcq+nryhXLuE/brkpkceyIbTdvrmTZJGrDgqJayCCLaw0AACAASURBVEnI5QrTeBoy33AnOq+GV50jEopIb0VPsBJPISR7+WvaVOMfxYMacERdTSn9JCxfn7Q1fuWoZRG+/b0HAQBv/llr6bb84msAAMcL9vv6CSt8QtWIZI2qBIPVRMe26+gyr98YtzFN1O04Txyyedz0irfj8ftMvOwkpdsvv8ziDsU+Q3UjI/abuz/+dwCA191q2YquHgq2/gjxoTNZhhQyyyyzwGYEUijkHPo62tBQOLliT+erNhhF9PGd9nSe02ExhxGWhO7ZuQ8A8MbXW2uJ2d29qNHTHzpiT+q9+2ybdSuMJekFScnEa6oRiJTMOQQvDkthl4TtvFo1cQGUtaBnUVZCFGQ4H9mXeSHSKW3cgDQbEXMppOBeIiND63SXk+hIePli5t/Ukmkba5KyAeVFKQ1XUCykERUNEQl0dTMPTwQlkZUWF8sqpV7MxiUeCXC9nkrpCZGltHBlZXzTHBU8NcNYSTMqxkqLtBgX8lkdzie/9w2A6sq08Pd5MUSJBtBA3qvNkwtQFsXcznP0gJU4X7fMvt/8lU8DADa8+HYAwJIrbwUArGXD2T0PGNodEnKoq9Se15D3oWtjzGLc0MDmr91n+738pbjkZkPOVWZyFDvo6BBV3XZ9y5VWCNUYPsJ9d3JeQtbuU1mGFDLLLLPAZgRSQC4P19aNFiXN2sqhRNgtz78OANCgpxgfN554uU0tydhia+AYioy0LllseeODh/iE1poZWtuylJc57roi2FFtRIV88nLRougJS2M1Ft/qrhwWnUzNradrZXm4cA2t7IKPuuc1LfSU/kHPWg+hF9+nJcyIeMQhQZNE3ydp6zovn+8jD7Yvrb+JCBQLGJ9kizXWPKxcvjT4HvTCTfIZWsr+eIFbXVOzcpvtf2xszBdueeGXsyAeX9vgRXfDrE0qSlvTjgAANdWUcP8DAybK+v3tFpMqMRN19cWbUPYoxO7FzQ9blmC8Zcdcv8QYmsmEefx2FiON7t4CAPgf7/8AAOAdv/QeAMDGGw05rGNWA5OGIJqcx5ZaAvBfscHbaFXekFmuPIyJSYrFwj678+PGQ5jdYed/w7Um9CIxGV3bOhFiXIL/VJYhhcwyyyywGYEUcjmH9vYiisWwRFglrr55KT3fpgssCzGLHiZPD1rP5TEyYR5908VXAADu32nchhsuMrSxk41DCzVDGxXy3p9z65sBAHt3PgoAOLbX5LWuuZUimfSwD997JwCgNNs8xrpNVhX3yDfuAgB0UyJrolBEmRV1LYzzRCXcwvJlhNJuetQnan6bC6ssVYasqslYICZumqu19GQ9rcpMPGqRDLgapjBewTtCnIjxcbsGi+ZbxZ0k3/bus3ldtMjmoZi6KRujlPOIEIqKKriwtV1nRzcmGUNqY/Wibz4rsR0hn7huw4Mc+6NKFNckj+HUiF3jHnIyxOvrm2UZqln9Jlv2+G7LXi0fqaKdN9n4hM3ZUNUmf3DIIvzrFhgCrZFFWh21fQwesPvl2qvtfphkNWQ/74FfeZvJrx8/ZUzQj33+HpsOXtuJk1bzUGixopVo+fvfuBuPbbW4xK/+9h8AAJ53sQm3gLGDyuAeAEA7S8EnOJ/PMPmQIYXMMsssNDdN9vq/wC5atSj59AfekWobtMIxVdl4NpGAB9fgew/Zk1Kt2rvaOrHwQmuY8Zrbfx4A8NbXGsf8wc22fvzEF8zTnxqzdWVHj6GNtm7zABW2UEfFnuhViqw0Kubtc6x/b+s3D9nGPHOB+e1j5LYvWDAHex/8jo13aF+wTY4sv4K4AJJGk7ALvaw4+S4SP01j+WZxFWHaHMas4LkVzSkVg5Fwja8HCNfnnpWpY4pLwTGdGDjF+ZkMfrdw/jyOOGR1NnQcnYvLeWg4zn20My7UqofZBsnViTPS0Px5PQV7PUFdjkd2GgKY22/XaP0Kq53Z/APjGByiRsTIpNrJt1CkoIliSmKhlpUl4DXp7LTt5pNVu/+gIadljLVs+Z7FIv77X30UAPA3f/ybtiMWz1x1oyGHFSts+3//p7+0cyNie/dvvhcAcNen/w1tk2zau5jSbqyGbGccK1+m7kgkHqz5kK1+w+9vTZLkCjyFZUghs8wyC2xGxBTUMs5z3OkBlCFQExCvjUBP0U29gMd3mwTWytWbsGaW5cmfd+3VAIDGuHmBF77M2nKNqr6Az8Nd95u81pZvWF7Y1djcoxjWF/TRew1PGoJA0RBGk2vA2cstzvGiN70dADDQyGPpZRYV3n6/tQ5bPNe8yunDVnnnG856pp6v1LDPvTQDz1tFkcrfSzK+EEbj4xhDKs5amBaxl3nPGGkWeL6GRy2pshSQekoxImNWonggRe95iWo86zDxNSClMpuaTCjGYNdd/AIvv1bT2KRxQfRCzsXOhw0Vds622METzEA9edCQZWePaUMsoRDqffd9EwBw5OBRPO/mGwEAY0QPS+ZYLOU/v2y1DWsvsBqFNYxrbX9yHwCgp9fQ6pGjRwEAK1aYMOu9X7PGtOs2GrP26/d+AwDw8n7b/vhua/Sycdkszofd89//8sft8+Xz4AqGYoucHwpL+ayCeCuS1hOuLBGRxupiT2UZUsgss8wCmxlIIbK4FqAmT6f1LFmLc/rMW/dwfXfkwE7se2IXAOD33/9BAED/HMvtqsHM4Lg9iR/abIo3QzsNKeTG9gEA+nrNi8xZZQzIo8ctipwvtfGV7EIikIkBiyEcPWpc9Ve93ZBCc2QcJ+nxVlxliIH9UvDYo9YwdA6RTnte3AB6U0XdFVvxBZkh4zHx9QmhUlGseTg1zz9NzYhwRBmQasXmtqPDvFJR6K0uiSZmTrRuJTNRbNRY2UnHqal+gXET394vV/C6CEIAJSKCCWY+lEWRtuWk2JjUCRAPIaHHvOK5Flf60tcNAYyNW+zgqoufAwD48F//EwDgjW+8DQDwlle9wrYbGsZ3tlq8YeWFF9j4WHfy6pcb0qxP2jH2PWxobxdb0L/y1a+1zw/a/dfRZvMzdNiyEiPjFnsZGjOkOTFg8Y5k2H4/b7HFYBypsW0lZmlyOZR47xVUFatWdoyx5SBtSptH1Xwog/R0fX+GFDLLLLPAZkT24cKVC5NP/tHPeo8grUG9ehYivVRNrEIy16oJlXeXbsBg0yLNV11t3uLgbuMlfOcbhghe/mqL+pa77Fif+reP2L7Gj3A0FskdH7H889YH7gcADJ4e5hhsq1UrbE153TXWPOT4cUMMa1dfAgCYGB/Dh//W1HR+5mcsE/L6dxjLLddnOxk7YccY3mXNPYqTlqvO5ewccpjg+1A1KmbwxRmFGClIYQitps9ZK2JfdlqP2hxOSsWZVaZt4lpIoUqKVPUJ7oiIgepQJfEQpOnA+E/J0xWJJHJpdsOrVRfE21Alob1W1A6OWZQad76ZnJMBXpt2etSjpy37oDqO40dMj+P5V9u16e+xa9xi5eLgmMWROvrmYPcB89y79lj24OL1xjtYNMeuyakTprOQdzYvUqB6aId5/g3UFe3qsbEc2GuS8aeZ6bjx6k0AgG6YF79gtTWSFWQvMpOg69PeUU41KCIE7U0xhigu5Bv38v3q1/3es599cM71Oec+65zb4Zx73Dl3rXOu3zl3j3NuF19nnc8xMssss5+snW9M4S8B/GeSJK9zzpUAdAD4HQD3Jknyx8659wF4H4D3/qid5HI5tLW1eVWfNiKGKj1ePVI9Uv8Dz2Rr2Pv+lZdh5VzWPOzcCgD4wt8bT3xWl1Xxffvf7cl+ckIiBPZcPHrA+AlL59rnK6iws/4ltpZUdeUEPWJbmx1n1x7zHGOT9rtDR83bL1s8B7/6i28CADx8v7HX/u5PDE387G/9DwDA3D5Trz7AOEcfkVAxYYZDNRENxRK8KqHNx1lQnted9HwFey3m8z52oHh0pax1qe2zraUKQ2k6GCLYvtc86LYdtkZ+PTUGe9lwt0avqzBIIoVpxTk0EmUM1D6uVECVdQCOCMBnYej5ikQAuj+Sgt0fX/6CNTt5+WtfDwDYc9gi/9KZUAXna15p17DI+yjHeX5y0BDFCJHC5LFjGCZC7Oy2Nf6uPRYr6mGV6NCk7XvjBvPw4+Kv8L7Y8n1DpOOsV1i6xHzi7LmWCRketP1fdqllI4pq46c2hJynjg7LTjg3HRHG+hBeJzTmlngqY4QsnsKeMVJwzvUAeD6AjwBAkiS1JEmGANwG4KPc7KMAXvVMj5FZZpn95O18kMIqACcB/JNz7hIAWwH8KoD5SZIcBYAkSY465+ad095c4pls4id0srZhoqIaCK5/6TFa1BloFC3ffHp4Al099iT+6uf+HgCwcg5z34z67njEsg718izui+3B5prXPjhs3sP1WP79pa/gMy1nT+7udjvmyIixzHb8898CAGZ3GLLopAjC7n1HkaPqzqYNxkQ7esI6/Hz4g/8dAPCe3/kjAMCiDabaM7LX0E2D+oDlfJxF4FBUE+FCZSKZb5arWokp/SWkWpRjpeVB6iK0szxvFuv6lftW/cUJ9nloFGwedu633P8F7KDUIXRCBugusk137bFo/IuuNzWgspiNTfElgLKvEg2b0jY8p0L6B8xKjNk1/oP3vQ8AsOeozdceMkPLZJl2cz/f/I5le8p8v4BsS5D/Mn+hsQoffmwHfrjTrusoOz698uUvBACUeoyvcGr3PgDAjn1Wb7BxPRED79lZs40ns2u3xRK6+u2+GGXz3zqv2TAzLS3We3S12bwWpvlpd9bY0dRtgOm1IHmveVnH07HziSkUADwHwIeTJLkMwDhsqXBO5px7p3PuAefcA4Mj4+cxjMwyy+zHaeeDFA4BOJQkyWa+/yzsoXDcObeQKGEhgBNn+nGSJHcAuAMANq1enABAg080qdEMc60nhaGkGWodtPXYE3/dJcYDcG2d+NZd/wIAWNLFSDXXdh1zzBvMIff81IANa90a0xr80MeNsbZ+oXm++XONr/CJT3wMAPCaN5qy9IE95u0/d6dlLVYtte3/41OfAwC88mbzLIf37MfKtYYQmm325J4/j8rGx82zPfA9izVset5LAQD5irHlBscsp92iIpAYnXIQvl+lMgGRApOYn9J6KHPd36i3/AJUvuboCUMA28kCvOoyi9D39hnCEr+jd57NdXHUPOhe6mSKt7Bqmc3vSWYCtjxusYcLVhrfI9cKmZKJ72HR8iemdbX4COLuS4mpUlclp53vkUHLKkw22LWK+fmHHrCsxPCgXavrnmuqx4uX2BgHR2yMkycMzdy/xbQQFixbj42bjAn7nfu+DgBYucqYiR/4wB0AgPlzzPNfe52pgO1kteiKVSsAAE88Yeza66+3xrF33303AKBzjs3fyVG7p7fsMAQlteuesp3TVRdbdiLHf82pTZNj3QyPIMRrYbyoSI5Dw6t//4T0FJIkOQbgoHOO7XhxM4DtAO4C8DZ+9jYAX3ymx8gss8x+8nZePAXn3KUA/gHW1nEPgLfDHjSfBrAMwAEAr0+SZPBH7WfT6kXJnR/8hdQzqDszWXTivqtbcIWt15NOe/p+7WHzvD/37nfjrv/zhwCA5Tmq7/L89g1Th49tut2IraXndFnsoLrYeA13f/VrAIB8YmvAjqIdew0ZjpWqnYpq9jvLFos4eVA8BfPq/eVOHGA784QdhVez83COefRDRYto3/au37Zj/6vFJy5bar9r4/eqckzZgtJACPUUZdPWoOTTJy3n57bG9fr91LkcOG1jHJm0sRWoSbhmuaGdvnkWgxk4adWlA+wkVWgnq7TX8utDwzZvQ9QyWME19fUbjCFYBRWveC1rtcaUPDyzD4otUGGpxvOdmLBMyH1brM17kx2whsfsWFXGAdqaVElaZ1WRp4ctBpEwptAzy1BgO7U+9+1lNeWcBXAtG1cnkeapEUMjO3bY/bT5+xb3Wb3W7pulSyyGUCIrdXLS7rNjx+w+WdxrSHKU8716raGVRt0Qw8ZNF9mYc3bOPYwHzOmxeSsXSz6m5HVFItZoifOgzlnSrMwXQmSx/LV/dE48hfNKSSZJ8hCAMx3k5vPZb2aZZfZfZzOi9iGBUesVK4hK9/2as1JjnpoeZDYr9N79yy8DAEw0mlgyn1mFQWOQqUpvySLzDrsO2ZO/r9O8cM9yix5vuvXlAICbX/EiAMAfvPfdAIAymX2DJy0HfoQq0cvX2Zry1jeaMlMn88oN8uy3b7kHPS37Tc9cRpaZy66paRJz++3sGvyKn/kVAIAbsPX44e3fBZD2bahXtKYO15Rn65ugfHWtoWpMl8pacU6v2Gie6q5vGkJaNNfm79RB41tUJgxRLWy3HgOLFpunc0ssFqO+ld+/37I6W7eZJ335q0yBeM9uO5fv7rI19KYLrAtzY9LmdcujD2E1dQ8Xzjbkp8rMVj3s2zAxaijm0YctZpDkDJ1cea2tww9XDb0smW/eOU+EVmRMYtt2UwV/4Yst7rNvn12fe+61sXd15PGqW+2706ftvLY9YN9ddqkdo5y3uM/WrcZ4bGcsYIII6zkXX8xj01szLrSgx+6BUpkdqNiD8sR+i0lsWmvz2UMOTl6K04W8157ISWrahToTXv+S10I8Hl9fklVJZpZZZudjMwIpOOeCWv+pnwNAnpV1ReaplUN2RVv/HTxm69wF8xaiWTHvUGAfxVKeNeVEIU/ssvXjxayNuI4IYYBKS9u+9QUAQE9JuX373Xe+ZzUQWpfecIup9H7mXywO8LJXWMXdomWGPK656aX4zCc+DACoDNi+F5EL0SwwtsB9F6i2c/igRa4PbjNth9lsAVikd1GFoY9Gn6WDUtzF+tSYeatv3X8/HNfys4iUVLV3yQaLF3dxPdrPrAFFjFHmGCepuK0iClVRPu9y85A3shZkaMyu0c5x9lZkvOjeB34IADh90hDbxg3rsOtJy+nP7zPk53tPkGdRJYuwq8MQ1dvfZAzGURainGSHJKlinxi29wUqLh0+YffHYa7zH3nUEENnm53c1Vfa2Jv1cXyP1/mKqywL85pXWV/Gr3zFkNT6jRYbWbXa5mfrNquqnE126qUXWe3DQ5zXxoSNvUREcWi/8RvmLLRYxGx2PwP5Mo5eXpyDFhJfBamUUayboS5nrcaZa1+ebtwwQwqZZZZZYDOiSvKi1YuTz/3JL6FEfoJUnBVFlc6fePtaY52usbKvy57al153C/Zs+SoAYPDYAW5r1s4ORp/74pcAAHPnmVfqpCafVI4HTlukusKuwQeOmHdZucpiCP2LyH7bavqLV17A/gfsOehr/5MWikQr/dRzfOHLftq2mWVeWhmAGrkTjVOWwXjknk8CAOb3q6+FnYXmx/dKjPoqT9dfpKrxqI3t0PAQdh2wmMjJo+ZN1662dfympbam7S+ph6bNvea8SY5+3NlaXiohVyDPTEJLmQOiuU/eadqYGy+9DABQZQ69t1DAGvboKHgkRE6DemrWVB1r8zlJDYcTQ5aNGG/Yvo4dt3Oa5L67WSMxXqFSF2MWw6cNObSXbP9zyCG4f/N3sWaldVl66IcWM5hN9KJ5OMnf3vZq02AYOj0YjHHuLEMz44PMzjBLNcJ4yFBTDFrbr7Qfe7sNFi7ut3tj9UJDHm0ujxxVwErsPZJ25eb11/X2NTFn1tNY88b3P/vZhx+nOeemNV71rcs4sWpQopLXvk77R199gRWXTEyMY/1zrVCnQjg2OWj/BI1TRrZZOcdSkgVn+9j9hC0nLrrQ9lFli/GTR+1if+j/WNPOcpsdq85j77zMAk7/+4NGVX75LSYhryYoBw/sx/MYnBonnP3Sp2w5ceNbLKDYRsFZQcU6lxPrNxnteYC0544uezg0EgWvmMLLP1VTFDYxZdPTDYvn4xGKiPjGKlxu9beHD4MJMmPLjpLjfEArDSrzTXRZEs3nGxpqxUbof/vLbZn279/5lu2XgrlXPedytJNsM0GKuZZ6ThL1LMoanrSxqnz969+xB/NsEs10nyxaZWnUPM//INOuhwZZzPVqG8s+Llva2yjCumARjg+YUzjOsvZxOqg5cwzmv+q1t3FMVf7WzuPgERNdSRJbsnSRlCTJNFGu51HebR8D1pddav+jE6MWoO5mQLIJFZI14VoSptGyQWL1KkeXGK6ZAva+bWDu6S0IsuVDZpllFtiMWD5sWr0k+cIHf9kvFzyNl3FHeX15sQI9JDN0OHrSnrK7x/J43VsNog8dtyfx5+/4CzvGWgvsNNgERk/RE4PmCeYvtQDSpDMPUK3a9/2L7Xdz+g3OdeYN5j2+1wJmoywocirFztn+J0+cRAeLXMokArX3mBfZP2zP9Hf9gUnGHRswybd7/sHeX77clhs5CsF0SRqtKGRAxOAoR65WcAzMVVick9CjJE0jyiTFLnxzm427TpLNtZsMLrdzTuvcl6jGObXFK4hqrWsTSsPpWiVJCG3j+2vHHsrXEUG0lQtYwSVZW6edZzv3UZ+wcZ8Ytfm793uGnK670YKZfX3mdb/0BUMfl1++EgCwh2Skvj7z7icZaDzNGps8BVBPsnT62isN5e3b9RiWLLTU63jNAqE5NpqdO9vozvW6BRCHB7mcOGXEuSuutADj4JC9P3R0HwCgE3aNtFxQujXXsnMaPGFp0Vm8xguISC4l3bmv2A7HJi9aDhSia+HSCCRCC0vt17zp3MhLGVLILLPMApshMYUESdL0qcc6y0pVGtzGp6jal4vdJPpuf689ja9+2W1odRtxpb/DnrjXXP98+8UpWz9WJ1noQ4HSrqLt48gxk9pG1Z7Kh4/YE//yDvMin77bipfGRixmcOON9sDdvsVENeZ02nHhbP27bN5CtPF82vhkrzI9+ou/Z7TmUYqALuw1L3QBCVHVqsU/unNhG7UcxTK0Zmxo/U6Sz2RTqVp2KdVavWLn/IPv34+TpASr5V6JgcCmSnk9MqAICo+lIF9qoUisfJJHDvzAy9GLarvWqMcJyWUHD+zFQ48+wt/Y+FevtvSoY+PgOhHPi19p8aLPfv7zAFJq9sSYfT/eNNS3eL7FhfYcsHmc1W9eujVhY35gqxV/FRQHqVlB1Mteej3++R//EQDwC+/6OQDAF++0FHUxvw8AcPPN1/PzzwIAfv8Pfw0A8Gd/+lcAgGMn7Pq/+CUvAAB0s3T/ySct3bx8qSGRxQsNDfazDd9CXo9FC1l4xvjZZKOGjnLY5CVOQft6J7666IMsppBZZpmdl80MpODsaVYjjTmVMLevPalJZCZ6L9GGcxQEaQwdxZ+8//0AgLf8vEX4N91sIimHd1iTzv0/tNdywY7VPWH7ytdsvZ/k7Unfsci8y9Ht5sVWMWV3gJJfA09atPk5S2xd63KU4S7wtdRCg2m88TbLeLzwze8CAFQYof71X7Ry7MYpowD//JsszdVeYrZBzVlFcxapB/LGkvaOGs/SQwyPmDd+fL/FLIqds9CaMG88NMZGuFzbd5d0K3Au+dqKWo95YhTfe2p1Xppg+lzxIYSvjKCLwtzb2YWhSRun0psVxnPuvNvk1m64wbzz49ttzpewyWtPt6GXWp3ZGPLB16+22MKWBw3tlZjS++GDlnlZPM9S2APMCh09ZvGnO/7+n9HZYdfms5+3UvqhU5aF2LDeMhqFosWJLrjIYlAf+pAhhG52c121xmI0p9mQ9p57LIbzkpcY4lTR0l5mH8oc2yIi3Dqpyu38H+jsaPMktTQ7J8Soz1lApgxllHXImsFklllm52UzJPuwOLnzg+8KmpYAKUkplwslriuMLVTHKZpJ9zRarSPPdehgYk/0y1/6FgBAHva+09lv/uPzpCCfNpJTWWtgsnibLf5BzzbZa97nttstu/Hlv7NMQWfTPG6F8QIJolRRwuorLJ6xcoNRZscpMNvGWMkTW//TjjFp6GNslCiF++ruZbMYytTBC3ZyLcz5c8201TwATNZYxEWRmt5ZFl957NEncO9m08RZttzWtleutQKl5SRztRiX8J6/FcYOmhQyUVlzo6We8+H6tV4Ly7qVrTjBsvGjHFtfdxcWzLeYys4nHgUA7KVIbJ0oZfVqi0NMstHw4SNHef6O52feXU1kxsctQ7BuvXFJdu/ZBwCosLlMs27zc2jAshIiHjUaTRw+RDISYyi33GQCLfPnWpziM5+99/+29+XxdpXV2c97xjvPuZnJQGYIBAgQJkUBGSsi4lixip+1Tqi1Sr9WqNX2w6GtpaKFFlEcAEWmglNFEARJGMIQCIGEhMzTnc8dz7C/P55nvefufe81BCr31N9ev19+J+ecffZ+97v33Wu9z3rWswAAy47gvDXW8dokNZYNz60HAMyfT8xg3hxGJdKPwRHLmVVY/RgxrCNXksw1s1lCrSYspPmsTWeRyIQxBfPlvh2gslLFMYKtCP1u4dsuj7MPscUW28FbZWAKsqQep5aHLchL21M4p6doStRka0hqLMP65CBGtB5fMJOFSY/9kkj1/Y+wDPljn/wbAMCxZ3B931jN5+Lel7j2W7+GMlwDfcxT11Zz/fa6s7jeH8nQoy5f9UYAwItrmSNPS9jzuONPBAA0T1+G4Sp6sG/8K7kSD/+Sa+Q3vZmSX3s2sDBnyUKWL+eEKqcDUmSnDXKfM6dzDe09Q5JerEPFNh1qbbf4UK57d+6h1JyJibaoGOfIhQvw3RspG3fm2SwR37WLx5odyaNbExdrY2aMWpN6syyFFWmZdzIZ9myG12bIyr31/frNW/h7RT/duT7cfQ/nMKVsSZ3wDSdK8HPPE0uYKa+7SOXefYoUCwVGBsfL6+7pYUTxgx/wXBceyvX/nEMYkfT1cL6CFLkneR0n19+F5kYeY71vHMusQFc357RdsnRZCfjqVvXl7W9/Gwuotm/l73dKhPfsk9m49rm1FIjJCjfZ/zx5G/NXMOMyrPlKqWENMqkxhW6JSFRmojsu8rllKV4zObbYYovtj9MqA1NYMDO48ysfKee8I6W/pcDYJ5pGfQAAIABJREFUcdw+2uzCvJMLRjBibcr1m2GtbZ3anw3WcS294Eiy4p5/nCIai5dz7VjdQh59Ui3prantcIK/LyhqyZrEmVrXJav4ZB8c4Jr53l/cgbPOodcI5FV/eP03AQCPSOzjzNdT3DPVR8/VUCMZNUmU33Mvy3WXLCKibcj0YnH7h5WNeE4NWubMngug3FavVxmGebPUFv3e3yJdw3FWq/ZgQCKmc6bxvJephXrKZONVjuvSYQS8aMxHwxQC4h9rnqYnHNQ1shqBvh7O5wknMUrq6CQTdNfefWhWy/ikWJX336s2emKEzhCrdNZUMUK3UgAmEK+hSrn+jc+TlzBlFjGIIWErXSqcSggnWiR2qwmZDOX4fX1jDRJJ1VuowGJgIKdjcF2vaUC9CuySygTk+ng+Ta0cy7RpYlduJD5Sn+V8VOm+bFRz4ZmSc2sUOzOh+azOWCSSRMJZVMbfmHydCfeWAwGT3zN6KV/s72Xpu78YYwqxxRbbwVtFYAoO9PpR6WqfjRASHK3+snJWa0waFBwy8uxpE7lU//eEWq63Zui5dv2OItP5fWrQcgcZau+69K8AAOufYE579WqKblz+pa9pv/Q2n/7oXwAAjltJDOGNb2Jrsl/8nBhG4/BebH+S3nfW0mMAACedQdm4P3kvf/vbX/yYYyjQy/T08rz37+P5Llbr9Je20APWKBf+tNahOTH0evv5ui9HfGBKqyo91Xxm9aNPAQCWL1+OnWprV+hmNHHCG04FAGzdxOjlyY1qcjKf3jYrNt2gZNkM37GWdoC1g+e7PknAF4Q19Knc8pQ3UrZz24s8zrPPMLpJJFI4cgkxgmqVDd/7ACOFkuTln3qCmMIWtf57bj3P/88uoTT+rr3M+c84hFFgoPvlmCNZ+brhBZ7TyqOYDXr6STaHWXoEnebDDzNafP2xJ+J3avtm0V1tDc8vJYZhXqLBJbXi27ePWMMHL/kAAODb15MRee9vOOcf/8SlHMPT9wEATj+Z4j47N3PMlt2xknuTCahSJIFSgIQiqDJvxzI7qlA1rMG4JcZs1N+FZV1ersWRQmyxxRayysAUDp0Z3P7lD3u+d7QNmi2aLEdu30d1BEZGHIpa46eUyRixJ7tHbrnLoX6ut/MSABjWa9tU5pd3bdsCoMwJWLCUkl2bN1F8Y6iHnlOJDyxYQoR74wZ6CJSKyOuR3Tad6/TNko1bvZqZkAVCxevVQLW2lev9YdV6bF3PCCFdxYjjQrW0L2qsO9WQpbpBoi26lHVq/rL+SVYVPvFbZj3a21sxdy6ZmQ/e/wDnTpWWNXUcw+lnMqvy6GP01s2qNJzXPkX7tnoMHmzKDO5vyzZWJu4TAzAlT7dLFYp9qrnIqUHLogXkEGQzVcjlyGhsqGcktKWDnm2+PP/2TWSVrlvPmoWhQXpIyS+gd4DHfMc7GY3sFM8BSd4ndY0S1KnhPB1zDCsar7r6e9x+r+6FYg4nn8AMxhTpS9Tqt797hJFjQZjVMUdzu4EhMhfbxAVZ/TCvfzpLPKS/h+f/nouYfWhKc+y1GUm4SyJ/ylRmmIYld1et9n2lQt5L3yd9Ix/DDCzbIEar1a0YDqaIKSvM5dALY55CbLHF9gqsIjAFgN5+SC3JTXbMIoJyLGO1D7bGsohB8lMoIWFilbBGGYbUmmwYn5719fS+w8rxpuSthjuZCWjKWP0APduWZ1hJ59TstC5rzWA4sr076ClntInDnkhheIgeKCmUPD9IpP+I5cxJb9jCdeW8BXzfUEck+pab7wQAXPMfbIG3Zw89YWc3vUifePW1ypXb+rOng9FLsZ/zUiV2Z0Kvz2/cAqhBbPcQz6OpQdoUWr8/+BDPM6Wc9z5FNyOSLA/kyWoUzTwqDMJYl72qt5g1a47OiRmDIVWELlxEjzg4xOuTG8qhpGuVlLLSrXf/AgBwgsRgm6UcNW/BYZpPXsM1axm1VWmx3d3J+bXamCDB/dYr43Lr7czm3HMfcaJcB4/Xr7Edf+IxWLaYTMV924h55KV70K6IaN9uzv1td3Jfn/urdwAADlGGZ/dOzpc1yU1KfTet4LehgRFFSxvnYaQoXQl5c4sCsuLiDPYW/D1d8noiYokWwpwRJUIwJOan7ROvYYPZ2GKL7Y/QKiZSgEt4DrdVA1odgbWLt0jBC7qaaKi1SUuV17pO6/mSNUzRuqyUCtdRVMurpJV3hrYr5vl5RvnpvJ7oSSnxIDA1HOkhap1f19SisZawbxdz80PyisuP4Tp0zVNcdy5YRK+UH+FvH3iEyPzlX6Zs/PYeRhjzZjOCuPRjHwEADA7RGyWEnxQcvdEVf/9PAIDPfoaNbI5cxgxCUtFRbU09trzEDEX/EM9v4RJyIPbvYtQydxbX8S+oCvSkk4kx3HADoxbjKRx+OJF9U1rKFzkP9z1ITn8A/j4hL/XZT38CAHDzT24EAHTmuP3ZZ56ATcJhCmrpt2AOmYYbdzDyOXkp1/V7BzmfbbomM6aKvbqYWZqeAWaW5i9ifUGnmgj3djPSOnEl5/ulLYoGp9AbZyVD39xQhZ/9jLUNreJxHHO8WqXuYMSYVRvB1mZ64aeeJmPxlu9QEHhfFyOllWoB0NTOa7RfdRxHzGIkGeTtPlVUrMY1NeLT5Put0rEE893GRyjouqeT1j6O3/eqeW2D3cumdVk6ONwwjhRiiy22kFVGpCA9hWgmpF/c9qzUgUoR6eoy89GeqqkJ+d7R2nLbh21vmQ9Txk0pKnFiuFlFYlHrVGON2fo1nSi3DgfoUV2tWsmpKm/DBqrvpNTEdFDSSctWUC/glHPJgssov3znTcx5r1MmwDju55/HuoXNm+lhm6QfuO4J1hCcsJJZjeo0t+/v1fH6B9DRwXX34sXkBtz7G2YhPvBnrP5sbeT5LF1G1uTdd7OSc3or389fMBcAsHETI4HmNnrr2lp6+Tp5+9o6Rkwd++hJf3QrFYz6la2ZrVZxpaEB1NbQsw0It1i6hN75tp+TM5BZzvOry1rtB8dorMF0isd8UnUojzzGrMyuHYx+Tj+NVaotrfT+q2aTN7J7GyOGI4T8d3T2Yrma4nSqKe2O3dzmk5/5LADg6n8jK3VYTWzPu5AN1n+lFnY7dMyL330JAOD5x9iK/r9+ynlcLlWpWrWAq1b9jnEMBoU7JcT/QCIAAlMisywcvyrqnh4Qa7RBPBbLUsRqzrHFFtv/iFVGpBDQ65vn9y22lYVICm01teK81wsMt+YOgsCvu4zVlbC23cZ90Ab5CGJrCtF5ZUBM3cYyG1axmW3gmLLq2ZDXWAdU3ZYQLtI7MABom4JYkLlBaRWov8Ow9BUa5fFGdKyrv/YFjiFHLzt/jqol1ahkX8c+/T6l9/Quz2yg129VZV/Hnv2aF4596/admK3W8qsfpgLV8qNYA9I3wGOvfZLsvsIgj12nngizF3Kdv7uTXnjrbjIjL3g3GXt9nYzqdm7j2rqxmfNx/LFMi28SY7LfqgPFtmw9djG6uvn/onQNpjbR4wVaC9fXE7Hv38/ztgrFhDgTz65npqC1ldFJIk2vnesjpjBLmYHBHp7TkHosHHLoXADAnj38vJjPY1A9Fg5bwbqU799EpusF7wQA4C1vez8AoMaiV0U3Z5zDVnamm7mjl9d89mIqLn3mOFbZTm/g/nereXCD+CF9/cRPslITs9Z5yVTaV4taBi2ZVNMk3XN1tTzfkrazjIn9/Zii2cu1VxUpOOc+5Zx7xjm3zjl3o3Ouyjk3zzm32jn3gnPuZucMmYstttj+N9grjhScczMBfALAsiAIBp1zPwLwTgDnAPiXIAhucs79O4BLAHzr5ezTIgXLr45ID8DYiAW9t8jBqurKKs8Jv6a3aknTtzMqYzKigDuiFmPJlJ7CvneC6UUKM6hVo1o7kjIjJVvvJa1fAp/w2dpa7NhOhaAtUoa2jk4DQupPP5veY0AcAZULoKGJuf1ULbdrbmek8OIOZg5K8gQ16mY1rGrAl7ZsAQDMOYn8+qQ87dp1rFxsaZmCNnnTXXu4rzUPM2d/4YXUi9TQsEYsyPwQ972/j5FBcyPR8/bWuQCAf7qSa+wpbZyfN5/D+oKC6JXDOXpA4xI8/xLHOJhPa38pLF/GSGlAPRWKqjStVq4+LWwm2cW5nTGDmgbfv5Hr9boGZide93qed2+PtDBUt3H7reR9nP46VmgetpSYy0OPkvFpPIDWqbPw0KOMaC5476kAgGNPpoK0VUVmEhzb9677TwDAnl28xnsU7SQUHR52FHGME47lMeerM9kWNdYtZTmPOeEh/QWpiKlzWdrjAmVVc6c/10FlWWo1L6UIk9GsqDl3ydcWU0gBqHbOpQDUANgF4I0AbtH33wXwlld5jNhii+01tFccKQRBsMM59zUAWwEMAvglgMcAdAdBYMUL2wHMfLn7tCddWbXWOAaWSQhnJzxfwSvTuDFt2s087uB1IPlbz54UD8EazVp1YCpTbhgLlLML9vQeUkRSo3VdjxrUlrJp5HrpVZxy0gVlNpDW2jfF31QFfP3mt64GAHzj374OAFj7MJvlPvMkefd9UmW27kJZcSqcxnz04eQlFFQLEOTJbDv1VNYETJs2A/fdR2WpVccRga+ukX6ClJL2d9BjWdet16sl+6bNzDbMPWwuz7ODbMK3X8D9NLaQwfid677LeZUm5vJlxEFmtBAXOPNSRkdfv57VpI+sfQbJEsd52jns07hzI3UO01Ji6uihF37DaYxCnnicWo671e+zRpyHW37MiKBfdRYQk7NVkVa2jmPaKxWltK5lVRXP/exzzsfajddz/GJozp7D7lUf/xiVunYKG2kUFjBkWSr1kBhUA9otT3N+7r7tRwCApYeTS3HdNexN+sRTwqqKwrz6yYhNivrYWGX3K3yUOyhMql7VoiNiLtq9GkRa0Jt+5mum5uycawZwPoB5AGYAqAVw9jibjsuccM59yDn3qHPu0U6184otttgm315xlaRz7iIAZwVBcIneXwzgBAAXAZgWBEHBOXcCgL8LguDM37ev5QtmBXd+9aNjOAblNZKyEqXxlZnKJzOqctJ36bZtbV0WhPY9Mmx4hD7XDwv6vfEVCuLnB+ItVNXQ6wyoj0JKEcderRn37u/Cbx5iV+Tpc6kXWVNPrKBhKjn8h8wjK7BvkE/8yy8jE3FaMz2BEhlYfjgZeoOqDTA0uqqGY+7L8f2TLzCSqFbl3eJZXGtbJ+PtO3pQUl/LVrW536t+ilW1ZE3OUx69r4v59nqt64vD9K5LlvJc7rqdHbP6+ogD1KmWZKu0H05exUrEonCg/BDnuVOduY4+nqj8Nd+/FdU60bpqbttYI1UoZVdMkzA1Qnwin+b39cJ1TjyeGY6f/5JsxB5dk34xRevqxSk4k928+zp4LrPnMbJ6cDW9/6lnXYiFyxgZHbGM18g6RZUk8338MfT4bzmXEc+g9eIwvQXFyBZhPiplr5/fRf2OLduIQXz4I+xLsmIJ57NnuyIxYTOBFJ+CYBAjwpzqdM+lVWlZsgyF7xTGuU2KFen/PhShLrzoC3/wKsmtAFY552oc/4pPA/AsgHsBvE3bvA/AHa/iGLHFFttrbK8GU1jtnLsFwOMACgDWArgWwN0AbnLOfUmfXXegfTn9szWeWRlb4Hvr7+C7E0XYiQGCMUxFwyNKQVh7oSBaWDoR7rZjXIFMVtkGdWcO/PpMFY9D3I+xLQckrJDR2jxbU8ARK6j7mJMs0X9+m/jr33+ZDMZuVWSaGvFbziZ6Pl/6C4Oqstyxk5mC3g56GfMMAwMc475eIdY1ZOZ1yvsnZhLZtr6RmwZ3Yep0Rg/TphHB75DeQb/0IU4+5VQAwOOPk01403dZ83DMkdz30+qYdfhSRi9dncQvunOmqMzop141ITlFNekajrU/T4978/d/wLHVt+GQufTYz68nVrC3g1iB1ZMcoWzB9o0ca0+Bxzx2Gdf7Tz6iXgyziVv05XiNtnXy2D3qZWG9HBrr6XGbWnhO3X08p1tvuxufWcQI5/K/uQIAcNln/y8A4PY7iIG86WzqbrZMI1T2D1/9KgDgtw9xvnp6dC0vuBAA8J53kL9w7Aru9/a7fgYAOERYxRPP8JwPncsIrVEdx3Y+RzwpM1JEtebOImhnDc59307dyxataM5TkQrhl2uvirwUBMEVAK6IfPwigONezX5jiy22ybOKYDQGQVDuSYix+VarfLSeicZojDIgR3O8kz5zIRViWGcjdTDyqsS0hLlfyzJovWrDcoGeulpbDqkuY6TESCItzv/adaxHeH7TViT0pJ6/kF7gzecSWrnnju9zjHqylwrEFFoa+L5jB6McU2/u6qb3GRR7bu9u4haHz2d+/7RjWMewTp2QSq2MXs44ZS4A4LofknOwYMli9ObobXt7OJdzDmHWYM5i5tONZzGo8xtQJiOf53bVUoFasYIRwZqH6SHTNcy7T5UK1MBerttbm/nelre16iA983h69Z4AOONc4gvDI6cCAD7z+X/kxooU5s0iFvPOtzID8PdXEsE37YYVh3FdntB6vrFRSlwpzlu9uoVZl6bBQW747RuYGfi/V/yzzqEZ2Syv+6/vpabDY2uJCXz3e4yY7N78/o38bUlY1Re/+A8AgKeeZtTxzW+Sv/Hw7/j7b13FCtY3/wkjjZRkob/0t58HAPzjlYw4rv8h93v8YkZ3c+qrPEBmEYLxd3wmDJouq3WwE7UfHGSVZMXIsd125Yf9hEeLmcqya+M3zrTtC4VC+cFQDH9nRI6yLJvSn5aitNSS3lfpj3xYZbXJKhGPBGL1SAzzZ/eQWpyq403uMrwB+/bvwYAk31JpLXv0gMnlKNQxMsI/kGFRqGtqdIx+PiTmzOMf4qatXD7s2tutc0iG9ju7vV6f82bPDfNAu3aQNNXTw8/PPe8NqK/j/Nz3y/sAAG86760AgNPOIY/XJOy/+g+fAQBMqZOsnR6KmzaQUjxrGoHKYIhjP+sC7mfjCwTtpjXxpk4KYFT9D4Z1wya1vMsVgIceobDLNJ3H+p0c/5Ca3y5fKNn9Ku7k9a8jyPfv//4dAMDhR5C6PXs2l1019RKu3cXzn30Il0qdHZz3vbv5oHtEcne9QwIi3/JWXPynFE15+9veDKAsfXfD928CAGx/iVJv1VpeTmnXEkQFVAMDfJiWjP6u++3ZJ/hwOON0Cvxe+jECjSP9BBS/ctU3AAC1koGbIjDR9ayHmNH+3k5mwgLGzvyZAfUp+/sxJ8nzW3jRFbEcW2yxxXbwVhHLB+ccstmsf/JFBVktQoiWPUel4FOpEqxzepAOL0ECTyXWMsDAGi0T0ur/NdgfLoga0vIgJW/+69+ykKVP2yWS1iRE8m09EvbYvx1z5zC8f+5FSpZNn0dwqV/U6rMveDsAYOahDP9/9XMmanZuZgj65EYSWoqiXB8hclJNAz3q5k2bAQANjQS91qiYqauX+58/mxJi85dx++WzZqBHMO1f/SVl5m/7JZc7x2kOX1jLQqkj5F37BdKlJS47q51pvRefo4jqTAFjjz9Gb1/fTCBzu5Voz+CyorrIc+i3wjSVDLuhAs44kcuH/iE1nW3itpt3cx97tK9Dp/M8ntGSZfk8ll9bsVprG9+/tENt81SG/OImRgjTpjLtOnc+o7qc8oeXXvZVzduwF/o9+XiSsn7zEIlj2Soeu06g7dVXsRXgZy67DADQsZ+g8ZFHElB8Qm3vr/jSlZynaTz2BecTgDzxaC6/XnqO89+5myDyopMIQq/575sBAMfNr8VgIUz/L+l8U4ocEoHJz0mmsGgtESCLCCEfwOJIIbbYYgtZRUQKAMHCYoSmWaZnhhtnRnEQ31AzSPlaaJ/O1EI+mzSA0chNKsdWStGKiuobG3Rs/q5JwFmuj/hAUOR6v7GOkUVOGMO+3VxrG3mpFJSw7hkJtR7NZVzvAH9bl+U+d2xkU5Of3k3q8e6dfH/UcgJntSLpLFLbuFtuZUrzyKPpjU46gUmevm6uS193Ij9Pab3boHPbLcZo85Qk/uWfmQo87RR6/Pe+n+BdNsM5zXVwDGkJ19ZXE+Tbtpnr7+0v8vsjFmmMWc5jtometFF05s0vcftN24mHLDmUUVOd0rN5ScQla5IYEF23QbLmWUVt1uR1xnQVYbXxGIG1jtf27/wgG7F88R+/rO1Z5t0m0dTZsxlh1QlrqKrh7+5/gIShB37F9N/dv3oAn7/8bwEAc2Ywqls4n8DsD39wLQDgAx/gfAVJ7vuqbxBQPOtNFL7p6ib4mRd+VJeSMM6fnMffFXi/ZEXtnt3O+bXir5wA3oVLSJ4azL2EumxEIMiKpSxFb9FxEC6tNhwtmbDGPS/P4kghtthiC1lFRApBEKBUKo2JECaSXbMnoKVqPKaQqfE905OCu4sjzBIkUlY0MhJ6b8dIqvS5oGKjQWUADCvIKho58w1Ej/NaGxe1fhtRpJFTMU5XKcBDq1maOyg8IyeKb98go4l1zxKxPudcElx+9zBLnIMkkf2lq9gw5XvfZpluro/nctSR9CLfvJZybRddwEKiuiZGCD+9i9JfX/0i011/+uck4Lz+6Nn41Gf52aEzuf5ubKT3/MIVFEtZNJueq7WFr0HWCpt4zFrLAOXp8RrVBGVQoqoLZpHUtELCrpu2ki69Rs1UZqo4qUmEnIZMBtUpE78FAKBGr9PbOLaGRs7HtJnETga7GLXl+rmOv/YaeusTVikiM7l+ldT/110kN+3dzzFe9C5mFnI5zufttzECO+ak0zGi9flbL2Q2RporeFxiu9WS0//4pczOXHcdi9h27mamY/deXttrr2Vk8YkPUZTl8KOIUbRIQMYk9FOipM+bp0iqlhHI7p2io9c1wY1Iul4RQkLYQRlbMwl4XRvJ+VmUXCweXIYxjhRiiy22kFUMT+H2L//FGH5C3jeWtSekkTJUtiz0uF6ClYWRYRRFJjGktl9ew9DzdMYk2tVqXFwCO3SVWsoP5OhVrOFMdB1nMttDavtuCHhPLyOFrXv24N4H2ci0vpXesX0ac9rbdzIbMazIobqa3nbhYVznL19JKbBiwkQ9Odaf/JikJzfCc7rnN0T8lyyg17dGIuueYlZixTIe79x3fxQA0JzsQ+MsRh+zFCGseZRj3PTCah3LREK5xu2QTLpTZHTReSyEffj+33Dskmura2RkUacmMUYG297Zq4nlvD61get49dLBvOnT0aBrVUyIQ6LU0ANrGDmlJQpbrR8dMtWyDpz7QaHr/cr5D2isLQ0cU7KY0TlSOPf9H3wPAOCWW5jtaWtnlubiv/g0dklWf+Y04hKrH+J5fu0rzCIsWMwI6NJPsRGxCf3sE5Zk5LikiHYz25mNmSKM4pPvI3lp5ZG8DgOO83LBO/4MALB50wsAgJv/gw2NL//4u5FVtJJRkZXH2KzxrMcUjKCndgaex8MdLIp5CrHFFtsrsYqJFG678sNjsgvlbEQYfbVIoVaZgc4urrmq0oFn+yFhZbd6cqdNxFKe0OiFVjyix2MyRa81rHy1p19r+3IxltZrWsf1SwDDNGULAwPYpWKhIYUhPYpaBtSybf9eK4iSaEoTvcqDj1Gg45TjTwcAnHkuvcuAIO2EvFAqaXlrtbIXntFYx8ikv4fsu2QLmX7Tkgns7OExr/4SabldEhx593vIEhxWZGQNbAYk0Z7rJgq/6BDuq1oU7Ra1yQvAMdVXmffivAwJ9+mX/1m/iVFSlURMAgA54RHDQt6Lak1X18jzGFCePm2Ndwb4fa0ijDkL6IWfeZbr/sOXk/exfBG98W/vIbdkoI/zVFtjhXW8J6ZM5+9T9VPx84eeBAC87mwyNOcouhtWifgNNxDH2bGLWZWqWkZ5zYoGLUJduIgsy84dWwAAa9cSXzplGXGRuWoVuOqcdwMABElhWG0KZ9QLf3ppLZqUEStqLjPieJhPDzzGZnR/RQr23vGaLLjo7+JIIbbYYjt4q4jsA0B2oiH6gWUQvMhq+IlYVycJb3nGBrX4Gurv9tLYVoUth25JCZTklQ0rsOxC0Uqqh3KhcVlL+6Lfj+EbXtmCY5IAxuCg5NxHHEzmdVhCmw8/xHV7/VSudae100Pl+pjpaJI0O4a4j9W/oTDplvXEDnaqpPiYVa8HAKw8jqXWc+bO5X4N0W+gJ+mTcMraNfSU1/zkJgSKgIy3seJoeiwrhKqTfPraB9lA9dOXst3b/b/mWKY0N+lYvAYJ1V9kxIkYXYcCANU6jjH2WkTkT5twTtFhszIUrdM5XpN2nzqFNQ99mp8pU7nO37aNmElGtR7DHYxils8hd6JB0mgbHmcLu5WHk+fR2cl1v+FKhVJYgGfLpnU4SlHHSStYrv2j2+8GALzzPWyW8wFFOI+v5pzermY5K44lHnT+WxhxffbTFMxpquK+33AKOSVvu1BSI1l6f1EucM2/sSgrmWN0d/nnyDgdzlajiHKzI6As3JtMWUGdah5gWAL3Gdj7mNEYW2yxvRqrGEzh1v/3575i0RqqBN7rm8AmPaGVzKaz9E7VtfSwlmkAgGqJnZjnthJpE700oVZr/mJlpl7IJTIvUTzDzDyifT8sRHwgN4Cc9t2vLMNL2ymTPpgRm1KsuKVLufZdvYaRxJ7dPI8hebYqlfM6VXZKPR0DAjBMeLSx0ZqoSJRW89ioWolcT6/3wrPnsAJzijj5A/1cM/d0EEPo2EGPNUOS8C1TiB3UaT1bq8jI5NENAtdy1ouGDhvIItBmWPJ3BukMDI5gWNe5ZorYpMJ9diqCyIqhOSTcxvLxK1eQE/HS5i0AyjLsFv2Z6Eh7O+s4uvsYBfqSY0nr9UqevWv/Pqx6A7Mr3WoL97dfZF3EKW9iBHCMZOT6xHCtUkYgmeYY6xsYQVUrghrK9en8eQ2tyvbxNazfOO9M4kZz23kP3/1jdkOYP4fXpTHbVG6GlIpUBydMWlBhcRC+dy0bZe8Xv+NK9cJjAAAZI0lEQVRLMaYQW2yxHbxVDKYAjGrOGoTFVY2QZV4mm6EHMC89KMk059Jw8vi+Xbexu4RgD+jJbTldQ2hTESm4qKxb1KKy2cawMHm3+vo67+HSCXr+xAw+/de/yIhhpyrr1q3l2vcIVdgtO4kesKObkUKfIqNB1QjYWrJXeXmTqQ9U11Fb2xQauwnMtE2fhsZ6emNrdvO7e8n2G5IOwMXvop7ABl2DKeIzVEsfoToTxg7KLft4/j668yxTjm1Y2EumStGOCYW4sjTekCTdLKybJqzIopGkZNRMbMcEWKe2KgPQwuxNSfu2xjZ5RS0tLYx6RoaN38LIIpUQg7YwjEd/yzqUPfuYOTp6Fs//T08nfvOz+yjG++I2Zh+OXEVOyZIl5C98/vOXAwA+dxl5DJ07Ocb/uP47AICrvk6xlft3MRK7+RpiCR95L1mpi9o5xiqdc9o5L0Jsc26ZMuPWWGRofycOhnsl7YODsjhSiC222EJWEZFCADWX9Wshy7NqnZoxaTSxC30+1rITfCJW1dRiWDLoRWEG9pB0+l+NZQnM65pcm69Bl/ilyWVH6i9sXV8evB7P2q4sFBv4prZ1wkKS8lhHLyTCvaeVXnv5scyJ/+xXRPzXPLQFANAyw2TXiarv2LkrNJZ5bcyNZ7K8jJ1C4WdM4/57VT05UiKu8viaR5DrpQd8x4Vs3FWvsdgaefcOaji0t9H7tginSAu3SEd0KpLiJ4xYeiYSYRnHH6Yk5LkWavlXyCOleakLxDY1Cbw6baNrmcykQmOwa5PV2AKtrdOKJJwwlZTW+zU1wixMci7HuagShyXb3o5aBYYN9dxnWxNft64nBrB/M2s4dr1IT3/ReW8AAPzsh5SIy+1ktWxLSvdPo6pzO8im7NlEvYpzVrFys3MfcZPdW6lYZa3prXq3mMgjJc2OomUdTCUswlMwFqnRFuJW9LHFFtv/iFVEpGBmXt0asBjKnElpHasmF0XJqVs0kDUNRATIVBP9RUDvUNZsFD/eWooZT9xZFaRai1sWIsKuLD9tbfFsT+Hwgq3gRTIDVKkuwJ7kDVk1jpWugpO33PQsGYyz5fnT2sXhy5mVuOkmyosPSHvxjaedCgB48AHqQ3Z0ET1/+9up5PTT/2L7tJzkxj/40f8DAJhSn8ZzT1FSfNdmcuznSGNwqpraNqiOpLraWHM0Q9mjbfmKmo8aXSPDfZLKmJi3sgAjlQrvN5/Pl4V3k7omsGjErqv4K6aNIc9u5JNAyH6tWtZbZaztNy3uRVpYVFJNYKukxwCv+FVAurdb4yWWUKOqxa4uY3SSKzFDDXuKuxkBHNbO7brncgyJTipTtelaXnwOeQzrHyVmcchszvuhc8lwzCTDWI3dZkkkfYOiQN8FEW6NFzq2ey+SIUPp4ECFOFKILbbYQlYxPIU7vvIR/z6q0mwPwJStV1UdmRQM688glcGQeAlZj4rLC1jzl3Q4rx5EmsRENR2ilZu23VgdySC0faFQGLOmM5yiqDz8kOXs9f2AlI8HxW/oFXcgL6GBHVInXrCI69ENz3D9b9yIE09iDn3HVqoe7VYTmZZmev/WhjpUyVPXSH2oSvoAlkWIRghZcUHM61qWxtenIMJPsGxNMhxp2RgzLozRJBKJskqWoeowrMgiBWOZmEfXIXQMw3nSilYKiFw7jz0Jm9LvU4G1cJfnLeQ987WgyNJqZSxDYjagaK8g7cliwa57OMuSTTNytbbxXgksG9bzMP9s18HMOYcgUvWYjuBaxUg15OjfAmXYa+E7/vBt42KLLbY/QqsYTGF03j/qnX0DTXEPDHwoBzl6IubzqNET2JptWk7b7z0SGY3n4fk7Id/5fOh7O1ZOegvGovPt6Eb9PhpNGJ9gROh3vdrX24iqzCvXMz/frFeLctqlWWBcjGOXk59vOf9AkcXcdq5r56t2IEjweNXZDDIZ1VdoH7Y+tYignNGR99ToUlmrMrX2eELsEfbm1kRnOB/W2zRuha33k6OOYzwEjyW4cJ+PqAZhVTYczXh6pGlfeMXusBaGbdfcpJoKVX6af02mned6WPSRqea+BqU0ndR9kRYbNZPhXJdGYUlAmQ9T02BKS3a+iki1f7u2mapwRDb6OpQQhD6LRqDOiAyJsBKZZcKsovflWhwpxBZbbCGrmEghkUj4J59VPxqnwJSVzaMMyltlTQ1JnjedTSFvvcBL5rnHPnlH77PkswlWex5el0WfzvZqKL0p7kxVTwF70heLRe9NDZH3mQ7T74/sM62QyFaVloWxqKVRUUmZZcmx57X+tYyAX3NapGLRUmEETl7UNBnMK0QxA8+eM5ZpydbCYZTceS9uXj38O/OgngGpdX+pXMpX5nZ4Dwj9RoOD4RCK0gZUdyA1p5Rfh4c9aMJub48DWQaKGYZk2m7/cns1u/wJj0vwfbXuRdPirKri+6Bk56VsjOahqY33Q1c3uRBNkSgv8PPLsY9YpWMkSkYQ+EjAt4ez7JxhK6kwq7Q8f/pdIhwdH8jiSCG22GILWWVECo7/enq5JrYIwSXMG5m3Dq/NLQqwFvZDwyO+LiJvXqdkT9UwKm5rQ3MSUcXbKD/BUGFbU1uk0aoqwg71KbQIolgsYVjZBO9ti+GKymJZpCF07IzOIeo00qbiWwhz2lMevbfqS9WM5A3fkCfNZjCkik07hmVyrAK1XMsQzqqYPqDHSfRqGhiWCSjzNmzewypaaedC2yeTSd8Dwtc4eAce9vxdnbw/GlrIISipuMH0NlwEOzA8yTIJaVPw1u5HNLakH7Ira3Ga2/URkTy7j0qkk+jsGlq0ZxgW3zc3k3vSrYihsbE+NE8lhO+7lGfQlvGUhM/CBP4zHjuKGVg2ziiNFqXhoOyAkYJz7tvOub3OuXWjPmtxzv23c+4FvTbrc+ecu8o5t9E595Rz7uiDG05sscU22fZyIoXvAPgGgBtGfXYZgHuCILjSOXeZ3n8OwNkAFurf8QC+pdffa6ViCX25PlRLCdgiBGM0lsHVcO7bntqWIajKZsseSd+V0VyequWRvQewx6hvJTF+9ymP8HvvFe5n2aLOSJ3SZWxoaEAhCOMbScvRW+dlq5fw3aukA6khpNMWEYVR9UD7taViStwLwy4s4W9zYIS2lEsjW6MxePXqKu0z7NE9Sh7hhpSVtbUfu4O0vXl989LmES2HHpjuZsq8X8lHLUMmVFgybITn3y/F7RZFZfBsSs1XMRxp2H1iyH5WdQR5RYM2H6adYbeAg/PX10WwJDPLhPk6HLEpzeyYns8h7246iz1imVq/jahWgucN+e5OiTFcmlQi/GdbjmrK5zF6rAdLRTpgpBAEwf0AOiMfnw/gu/r/dwG8ZdTnNwS0hwE0OeemH9yQYosttsm0V4opTA2CYBcABEGwyznXrs9nAtg2arvt+mxXdAfOuQ8B+BAAzGhrRENdfZlFaLlvn/sNr6nMojndQqEwBgsw/CEv/QDzvlEOQdkr50Ofm5cu1z6En6MeF5CZ+lFfX853KPbrVK9OHWEFlibqoUmLaj141lsxPEY712geOzGKXZiSsq+5R1MzMm/toxedZrSfpx3LxuA1L6ySMWWIN3+VCMLr/jELXFfyx8gos2EcE9OLqDc2oK2hgzCjNRGZz/KaO8wkTacjmQ+Z56og8OeJCbgBftjRSFMWrZnxpQx639zMaKe7ixoZzYowgyAf2o/xGIKgNE79TdgShiWY5qQpLlm04iaXpzAepDFu8BIEwbVBEKwMgmBli9qCxRZbbJNvrzRS2OOcm64oYTqAvfp8O4DZo7abBWDnAfcWEK2PcrXLCG84jz22x6RV7rkyL8HWuCNDkW3DT/hoLcNoBQZgrKeIenO/bo9wDmpqa9HZRXyhVYo/LhXGEKL8BSPl25PaJcsR0Ojt/DpfEYaxEm2/Vm9vCLgh/vlgdB1G2OMbRpDPRzEB0y6Azs94GFGMwXgJyrDIOfk8vGoIUr6Cz65HwvcpMIWkQSlO14rxmUyH59z6GIx1N7oPFDk4ec6ytqFVW2q7ks0b/Ofl6x1W3LLPy5iLohavwxH2r8lIjYjVVxjG0iq9it27+afT0kYeg49HNf/FUuA1KaJ9UDy3JIJNlUrh721fL9deaaRwJ4D36f/vA3DHqM8vVhZiFYAeW2bEFlts/zvsgJGCc+5GAKcCaHPObQdwBYArAfzIOXcJgK0ALtLmPwVwDoCNAAYAvP/lDmT02izqnaPefIwa0qjflp/gYbwhaeo1hWLot5Z/L/etROj7qJU9adgTlNeS5exHm/QRTGPRMAavORA9D4Qjn7JnCG/nIweYElHY+5YxhYiHSac9YzPl3UH4N2Vcohj+re/OHfba0XV8Mhn+fcFaSQeGxofXt6NrRIaHWXloXA+rjygVw167VApHcS6CAxgabxwAnyDRq1EpglQ4WkwkEj7CcRHuSBRDKDM2x6+WjVbZ+sJG0wbVgdqmMGLo6CSW39raOub30agsihn5a+TlFMLzEcW9DmQHfCgEQfCuCb46bZxtAwAfPagRyEYDOb61fGTi7YaMSqWN/t1ERKFIPVP5pjUVsZSlHsN/BNGbwUJSK3+2/RrAljTh2OKIT8NZ85rubtJrm9W+PVqE5TzhR+fvc0p2hi70tgiBe0rdRUtnLc+a8g++AlwynFK14qNSwZY/4YepWfQhOZbGbH8MdtNHpMCcNfqRyKzOooCEb+ZbK2zJipKKlsr1smP6TeQPcCQo3zsAkEmYHD8iYxHFOxkudhttLuIUJgL3osuICR8WifADvRQBSQMB260Sn82pTUG92hYUi8EoodYwaFteTk2wPLAH9Wu0fIgtttj+SK0yaM7gE3miVvRRIlIUJBxvH9FXixzsKevBGgtvPU3393vIhNF9TTDFy7oZpdaISokx3sYihH37WbLbrgYrLgKkmrdJREpho9u5SLJn7FJm7LKrHEqGI6KyuIe8r8hafvkVoS37wMvSxsnwEiaaiPJkLxMM0ThyfX2+0MtIRVHiUHQhF/XGBrSV/DIsmtq1lJ0A10g0NN5ScUxhkj+PxLjbTXRP2vzYEsga+/h724UL0JpFatrfyaiyqakZiSBcvh8tMvP3uJHcjA5v8xIRiDmQxZFCbLHFFrLKiBScQB4rsomAeR6YMw9RVt3QiwClZHKUV4x6gfCrpSa9IIctQxPhp28USLJ2cz6VF0SATWdeqgzuRIEea0qyX0VUzRJN9QiYjd17zvC61Ba+ttaOeu+yCE3Y25VKxXHEY2zbcErWtyIL73IM8coiJF/U5IHd6Do2fK0GJWdWU1PjhVyikY/NsY9GbE++FUB47KOgao1NY/GAnAA7T5cPE9V+H9gdBfUORGoqDzbc/NXkAu06lAVg+GJp5kaBrd09PWipr9Wxwudfxr00ZiOOWXm2v6ZxpBBbbLG9CquMSEEWLWayp3CVJLmHJe1u6UWLIEav86JP/XJKzYqnjLRjv5En8I6Nv7M1tYmKeHpvytZvtuYW6hwhlNCjRlOM4SKaKcIUduxgQ5BpEmopS7pFIoSIlb2YtvOpOvtex1XLvHQmNSaSmsjTmSezsYzY72wdDiviore1kvUoiSua0hwYsrQjcQQUSz5CKti2UXTdvKgvDJOHtGsdjUoCLx2jMRS0/3DZuDnS0Wtzm+tohsunFieQ/o+mJMdGStFjGQ6C0LmWz0Gl1w116FK60oqo7L6IEqfGpLCtwC667wNYHCnEFltsIauMSCHgUy5KjLH3w6K9lqm4Eg9Nm1RYed1nT3ij1ZY9ohU+hUVEJsIOol7aP4095ZhDd4GJjtISo1a2UTFPXzwUEdKcIpJTt8pq60VystLxKPzukX/vZSIZkEKUIxD23jwvjde7BUPPzcNHsi6G5xiHQBhCVmh6oHkp5x7CJcG5PgndqlGtiZYEo7CkdKTtmS+I02Sbh/douk1EpGVdyUqqA8vm2DzYvTB+Fovvx/f0E3FjxsMjQt/79bxFWAidU7EMZnH/VrI+KmvW3MisVZ9k6Orq6jUW3f8RGnyZHBfNCL08iyOF2GKLLWSVESkgvJ4bU45qT/SSya9F13lqcjoyMg79NHyc6Pp8bNOXKCYRppiahHmUihxdt7lSOfIpl18n/Xeh81HE06B8fafWkG3tbRpkBH33tOVwzttQ50Qy/Ky3BjijG9RYxFQohDM90bl3EY9mEZS586LPOrjw2LS/ru6wqEjJhE6skcuoIiTjGJv8XiJSPFUyirCnVFtkMAG12OTYrLgpsPmwc7cCqXJEZlkCy/hE91lWabN7MHxsM3+fefGeMPuwEMlI+cjTS7/bvCZ9RNDUxIhhv9oENjU0hvYxVpx4AjHYA1gcKcQWW2whq6hIIZoTjgp6RPP90QxDJpMZs48oehzdRxTHiDLWyqXB4xdpTSSMUioVJ8xxl7extf74zEcTgzVeQ7nph7AJZRV8KbHJklshTCnsWXmMcAQUjazGioQILU+EvbVTKbBxCzzOoe17VQRm0U/Z44onMaICrKQr11mPKUazMYTnKzDBl0jrP1uHe79ox4yIsI5B+kfXVgRWdm4cBuNthGXUneeImDf2FU+hPbto/YpFMROMxTg4RrRNJRM+ErJjNynq6lUz3Kb6xtGni/K8hXkML9fiSCG22GILWcVECkEQjCMeGq4inEhcxT5PpVKjJNgjApoTVL2NLXVF6NjRMSUizT3HrjnLY4oecyJv7JuwCjU2bkSTmI5dXfIIaihSCszb2P4Ncwmfk2fuYayVmY3G/bDcd3juzXy5sSeThis2zcPl+slDqFOVXxmqsS0NNzCvn/IeP+FFQzKhn4zhnpi3tsY2tqHW4fCBgUU543MyfKTlFfMTPlPjEK4FGTOGiAjLRLyPoGR8jnB1pL8XIpFE+X7S9YDzDXFdybApjqFF90O3tUaw5ji+dia8z5drcaQQW2yxhaxiIoXRWggHEhmJ6iqMbvU+EaMxilNE881lbKAY2i7KZItiCmZjtBEcxmQfotFEdKxlLYhwMxNbQ/b4praGOqtS02ofIiKpCb8+HmuF/PiCNRNx+oOo97VjqCIvp1Zshn+Y+KqvS/C4iaTyjTEZlJAW/yBRiEZt4/ss7/ktktBQE74GZHy8Z6J7woKZUqk0KkIyuXjNoRdWtX3ZtQvXkozhMdi1jfBjjKbp7yJ/P2l+R0UQ1nbARbI0hjXUi7ewfx8xKGPKRqspX67FkUJsscUWMjcRr/41HYRz+wD0A9g/2WOZwNoQj+2VWKWOrVLHBfxhxzYnCIIpB9qoIh4KAOCcezQIgpWTPY7xLB7bK7NKHVuljguojLHFy4fYYostZPFDIbbYYgtZJT0Urp3sAfwei8f2yqxSx1ap4wIqYGwVgynEFltslWGVFCnEFltsFWAV8VBwzp3lnNvgnNvonLtsEscx2zl3r3NuvXPuGefcpfq8xTn33865F/TaPIljTDrn1jrn7tL7ec651Rrbzc65zCSNq8k5d4tz7jnN3wmVMm/OuU/peq5zzt3onKuarHlzzn3bObfXObdu1GfjzpOjXaW/i6ecc0e/FmOc9IeCI8n7agBnA1gG4F3OuWWTNJwCgL8MgmApgFUAPqqxXAbgniAIFgK4R+8nyy4FsH7U+y8D+BeNrQvAJZMyKuBfAfw8CIIlAI4Exzjp8+acmwngEwBWBkFwOEhVfCcmb96+A+CsyGcTzdPZABbq34cAfOs1GaEVIk3WPwAnAPjFqPd/DeCvJ3tcGssdAM4AsAHAdH02HcCGSRrPLN00bwRwF8iJ3Q8gNd5cvobjagCwGcKoRn0+6fMGYCaAbQBaQFr/XQDOnMx5AzAXwLoDzROAawC8a7zt/pD/Jj1SQPmimW3XZ5Nqzrm5AI4CsBrA1EDds/XaPknD+jqAz6JcztAKoDsIAivZm6y5mw9gH4DrtbT5T+dcLSpg3oIg2AHga2Aj5F0AegA8hsqYN7OJ5mlS/jYq4aEwXrXGpKZEnHN1AH4C4JNBEPRO5ljMnHPnAdgbBMFjoz8eZ9PJmLsUgKMBfCsIgqNAyvpkLrG8aX1+PoB5AGYAqAXD8qhVYhpuUq5vJTwUtgOYPer9LAA7J2kscM6lwQfCD4IguFUf73HOTdf30wHsnYShnQTgzc65LQBuApcQXwfQ5JyXXpqsudsOYHsQBKv1/hbwIVEJ83Y6gM1BEOwL2BLqVgAnojLmzWyieZqUv41KeCg8AmCh0OAMCALdORkDcawxvQ7A+iAI/nnUV3cCeJ/+/z4Qa3hNLQiCvw6CYFYQBHPBOfp1EATvAXAvgLdN8th2A9jmnFusj04D8CwqYN7AZcMq51yNrq+NbdLnbZRNNE93ArhYWYhVAHpsmfEHtdca+JkAeDkHwPMANgH4m0kcx8lgePYUgCf07xxw7X4PgBf02jLJ83UqgLv0//kA1gDYCODHALKTNKYVAB7V3N0OoLlS5g3AFwA8B2AdgO8ByE7WvAG4EcQ28mAkcMlE8wQuH67W38XTYAblDz7GmNEYW2yxhawSlg+xxRZbBVn8UIgttthCFj8UYosttpDFD4XYYostZPFDIbbYYgtZ/FCILbbYQhY/FGKLLbaQxQ+F2GKLLWT/H/N//9amTodMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------ans index 3--------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "-0.04271431267261505\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "-0.17057915031909943\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------\n",
      "0.07015804201364517\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index = 59\n",
    "item = fitb_dataset.js[index]\n",
    "images = [fitb_dataset.get_raw_image(image_name) for image_name in item['question']]\n",
    "answer_images = [fitb_dataset.get_raw_image(image_name) for image_name in item['answers']]\n",
    "dist = dists[index]\n",
    "score =  np.clip(dists[index] + 0.2, a_min=0, a_max=1000000).mean(axis=1)\n",
    "print(dists[index])\n",
    "print(score)\n",
    "print(score.argmin())\n",
    "for i in range(len(answer_images)):\n",
    "    print('---------------ans index {}--------------'.format(i))\n",
    "    plt.imshow(answer_images[i])\n",
    "    plt.show()\n",
    "    for j in range(len(images)):\n",
    "        print('---------------------------------------')\n",
    "        print(dist[i, j])\n",
    "        plt.imshow(images[j])\n",
    "        plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
